MyExpenses / gen5

Viewer
-- Creating instances of Currency
!new Currency('currency5')
!currency5.name := 'Canadian Dollar'
!currency5.abbreviation := 'CAD'

-- Creating instances of Bills
!new Bill('bill11')
!bill11.amount := 300.00
!bill11.category := 'Healthcare'
!bill11.date := Date('2023-06-10')
!bill11.paymentMethod := #CREDIT_CARD
!bill11.status := #VALIDATED
!insert (bill11, currency5) into BillCurrency

!new Bill('bill12')
!bill12.amount := 150.00
!bill12.category := 'Gym Membership'
!bill12.date := Date('2023-06-12')
!bill12.paymentMethod := #CHECK
!bill12.status := #DRAFT
!insert (bill12, currency5) into BillCurrency

!new Bill('bill13')
!bill13.amount := 50.00
!bill13.category := 'Books'
!bill13.date := Date('2023-06-15')
!bill13.paymentMethod := #CASH
!bill13.status := #REFUNDED
!insert (bill13, currency5) into BillCurrency

-- Creating instances of Comment
!new Comment('comment7')
!comment7.text := 'Expenses related to health and wellness.'

!new Comment('comment8')
!comment8.text := 'Book refund processed successfully.'

-- Creating instance of Expense
!new Expense('expense5')
!expense5.amount := 500.00
!expense5.startDate := Date('2023-06-10')
!expense5.endDate := Date('2023-06-20')
!insert (expense5, bill11) into ExpenseContainsBills
!insert (expense5, bill12) into ExpenseContainsBills
!insert (expense5, bill13) into ExpenseContainsBills
!insert (expense5, comment7) into ExpenseComment
!insert (expense5, comment8) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
Given a conceptual model expressed in the UML-based Specification Environment (USE), your task is to generate valid and realistic instances that conform to the provided model. <requirements> - Instances must be syntactically correct according to the USE syntax_reference. - Avoid unnecessary comments and output the instance in plain text (i.e., not markdown). - Make sure instances fulfill all the model's constraints, and that multiplicities, relationships, and attributes are valid and realistic. - Provide multiple instances with diverse data values and structure. </requirements>  <syntax_reference> Here there is a snippet showing how to create objects and set values in the specific .soil language required: -- This is a comment example  -- Primitive data types:     -- Integer i.e. 1, 2, 3, etc.     -- Real i.e. 1.0, 21.89, 322.05556, etc.     -- Boolean i.e. true or false     -- String i.e. 'Hello World'  -- You can create instances with the following syntax: !new <instance type>('<instance name>') -- Example: !new Client('client1') !new Store('store4')  -- You can assign values to attributes for a created instance with the following syntax: !<instance name>.<attribute name> := <value> -- Example for different data types: !client1.clientId := 1 -- For Integer !client1.balance := 1123.45 -- For Real !client1.name := 'John' -- For Strings !store4.available := true -- For Boolean  -- You can create associations between instances with the following syntax: !insert (<instance name1>, <instance name2>) into <association name> -- Example: !insert (client1, store4) into ClientStore  -- Custom data types usage:     -- dataType Location     -- operations     --   Location(x : Real, y : Real)     --   some other operations     -- end -- You can create custom data types by calling the constructor directly; in this case, the constructor of Location requires two arguments: x and y of type Real. So it can be used as follows: !store4.location := Location(14.0, 289.0)  -- Enums usage:     -- enum Type { Clothes, Shoes } -- Can be used as follows: !store4.type := #Clothes </syntax_reference>
Please generate another instance that is structurally and semantically different from the previous ones.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
-- Creating instances of Currency
!new Currency('currency5')
!currency5.name := 'Canadian Dollar'
!currency5.abbreviation := 'CAD'

-- Creating instances of Bills
!new Bill('bill11')
!bill11.amount := 300.00
!bill11.category := 'Healthcare'
!bill11.date := Date('2023-06-10')
!bill11.paymentMethod := #CREDIT_CARD
!bill11.status := #VALIDATED
!insert (bill11, currency5) into BillCurrency

!new Bill('bill12')
!bill12.amount := 150.00
!bill12.category := 'Gym Membership'
!bill12.date := Date('2023-06-12')
!bill12.paymentMethod := #CHECK
!bill12.status := #DRAFT
!insert (bill12, currency5) into BillCurrency

!new Bill('bill13')
!bill13.amount := 50.00
!bill13.category := 'Books'
!bill13.date := Date('2023-06-15')
!bill13.paymentMethod := #CASH
!bill13.status := #REFUNDED
!insert (bill13, currency5) into BillCurrency

-- Creating instances of Comment
!new Comment('comment7')
!comment7.text := 'Expenses related to health and wellness.'

!new Comment('comment8')
!comment8.text := 'Book refund processed successfully.'

-- Creating instance of Expense
!new Expense('expense5')
!expense5.amount := 500.00
!expense5.startDate := Date('2023-06-10')
!expense5.endDate := Date('2023-06-20')
!insert (expense5, bill11) into ExpenseContainsBills
!insert (expense5, bill12) into ExpenseContainsBills
!insert (expense5, bill13) into ExpenseContainsBills
!insert (expense5, comment7) into ExpenseComment
!insert (expense5, comment8) into ExpenseComment
</object_model>
Bill.paymentMethod
Evenness (active groups) = 1.0000 Evenness (all groups) = 1.0000
1
CREDIT_CARD
1
CHECK
1
CASH
Bill.status
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.6131
1
DRAFT
0
PENDING
0
VERIFIED
1
VALIDATED
0
REFUSED
1
REFUNDED
LLM as a Judge
Realistic

The object model represents a mathematically and logically sound scenario. The expense total (500.00) correctly reflects the sum of its bills (300.00 + 150.00 + 50.00). The bill dates fall within the expense's start and end date range. The categories, amounts, currency (CAD), statuses, and comments reflect common, plausible real-world financial tracking.

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.01
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/37
Multiplicities 0/8
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 100.0%
String Equals 100.0%
String LV 92.0%
Shannon (Active) 1.000 ± 0.000
Shannon (All) 0.807 ± 0.193
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 7/∞
Attributes 22/22
Relationships 8/∞
Viewer
!new Expense('internationalResearchProjectExpense')
!internationalResearchProjectExpense.amount := 5485.00
!internationalResearchProjectExpense.startDate := Date('2023-05-01')
!internationalResearchProjectExpense.endDate := Date('2023-05-31')

!new Bill('laboratoryEquipmentBill')
!laboratoryEquipmentBill.amount := 2500.00
!laboratoryEquipmentBill.category := 'Laboratory Equipment Purchase'
!laboratoryEquipmentBill.date := Date('2023-05-02')
!laboratoryEquipmentBill.paymentMethod := #CREDIT_CARD
!laboratoryEquipmentBill.status := #VERIFIED

!new Bill('airfareBill')
!airfareBill.amount := 1200.00
!airfareBill.category := 'Airfare for Research Team'
!airfareBill.date := Date('2023-04-28')
!airfareBill.paymentMethod := #CREDIT_CARD
!airfareBill.status := #VALIDATED

!new Bill('hotelAccommodationBill')
!hotelAccommodationBill.amount := 785.00
!hotelAccommodationBill.category := 'Hotel Accommodation'
!hotelAccommodationBill.date := Date('2023-05-03')
!hotelAccommodationBill.paymentMethod := #CASH
!hotelAccommodationBill.status := #VERIFIED

!new Bill('fieldResearchTransportationBill')
!fieldResearchTransportationBill.amount := 500.00
!fieldResearchTransportationBill.category := 'Field Research Transportation'
!fieldResearchTransportationBill.date := Date('2023-05-10')
!fieldResearchTransportationBill.paymentMethod := #CHECK
!fieldResearchTransportationBill.status := #PENDING

!new Bill('conferenceFeeBill')
!conferenceFeeBill.amount := 500.00
!conferenceFeeBill.category := 'Conference Fee for Presentation of Findings'
!conferenceFeeBill.date := Date('2023-05-15')
!conferenceFeeBill.paymentMethod := #CREDIT_CARD
!conferenceFeeBill.status := #REFUSED

!new Currency('currencyCHF')
!currencyCHF.name := 'Swiss Franc'
!currencyCHF.abbreviation := 'CHF'

!insert (laboratoryEquipmentBill, currencyCHF) into BillCurrency
!insert (airfareBill, currencyCHF) into BillCurrency
!insert (hotelAccommodationBill, currencyCHF) into BillCurrency
!insert (fieldResearchTransportationBill, currencyCHF) into BillCurrency
!insert (conferenceFeeBill, currencyCHF) into BillCurrency

!insert (internationalResearchProjectExpense, laboratoryEquipmentBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, airfareBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, hotelAccommodationBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, fieldResearchTransportationBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, conferenceFeeBill) into ExpenseContainsBills

!new Comment('equipmentComment')
!equipmentComment.text := 'Equipment purchased was essential and within budget expectations.'

!new Comment('flightComment')
!flightComment.text := 'The research team''s flight was comfortable, with smooth booking procedure.'

!new Comment('accommodationComment')
!accommodationComment.text := 'Accommodation was satisfactory, though a bit far from the research site.'

!new Comment('transportationComment')
!transportationComment.text := 'Transportation for fieldwork was a challenge but manageable.'

!insert (internationalResearchProjectExpense, equipmentComment) into ExpenseComment
!insert (internationalResearchProjectExpense, flightComment) into ExpenseComment
!insert (internationalResearchProjectExpense, accommodationComment) into ExpenseComment
!insert (internationalResearchProjectExpense, transportationComment) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
You are tasked with analyzing conceptual models represented as class diagrams and expressed in the UML-based specification environment using its native syntax. You must adhere to the following requirements: - Use very clear language. - Do not overexplain, be concise. - Multiplicities must be very clear and easy to understand.  You should follow the structure and requirements below: ## Description Start by explaining the overall structure and purpose of the model. ### Components Break down the components of the model (i.e., classes and attributes), describing each, their type and purpose.  ## Relationships Describe the relationships between the components of the model, dependencies and multiplicities (i.e., minimum and maximum number of instances of one class that can be associated with instances of another class). Describe the multiplicities at both ends of each association.  ## Invariants Define the invariants that apply to the model (i.e., those constraints that must be fulfilled).
Your task is to generate a complete and diverse instance, in plain English, for a given category and based on a provided conceptual model description. The instance must adhere to these requirements: - Be self-contained: Include all required attributes, relationships, and related entities in full detail. - Conform to the model: Fulfill the constraints, multiplicities, relationships, and attributes defined in the class diagram model. - Understand the context: Ensure that its attributes and relationships are relevant. - Avoid duplication of instances: Take into consideration those instances previously built to avoid redundancy. - Semantic diversity: From a semantic point of view, incorporate varied scenarios, including regional, linguistic, or cultural differences. - Structural diversity: Include instances with different numbers of elements, different numbers of relationships and complexity, and create varied examples by changing entity attributes.
You are tasked with creating instances of a conceptual model in the UML-based Specification Environment (USE). You will receive: 1. The UML class diagram that the instance follows. 2. A sample syntax of instances creation. 3. A description of the instance that needs to be created.  Your goal is to generate these instances based on the provided description, adhering strictly to these requirements: - The output must be in plain text, with no additional comments, descriptions, or explanations. - Ensure that the created instance adheres to the provided description. - Follow the syntax sample provided, without deviation. - Take into account previously created instances to avoid using duplicate naming.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
Analyze the following UML class diagram:
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
For the same category and model description, generate another instance that is structurally and semantically different from the previous ones
Continue with the following description, creating the instance according to the syntax example and this specification: 
## Baseline Instance: International Research Project Expense

### Expense

- **amount**: 5485.00
- **startDate**: "2023-05-01"
- **endDate**: "2023-05-31"

### Bills

1. **Bill 1**:
   - **amount**: 2500.00
   - **category**: "Laboratory Equipment Purchase"
   - **date**: "2023-05-02"
   - **paymentMethod**: CREDIT_CARD
   - **status**: VERIFIED
   - **currency**:
     - **name**: "Swiss Franc"
     - **abbreviation**: "CHF"

2. **Bill 2**:
   - **amount**: 1200.00
   - **category**: "Airfare for Research Team"
   - **date**: "2023-04-28"
   - **paymentMethod**: BANK_TRANSFER
   - **status**: VALIDATED
   - **currency**:
     - **name**: "Swiss Franc"
     - **abbreviation**: "CHF"

3. **Bill 3**:
   - **amount**: 785.00
   - **category**: "Hotel Accommodation"
   - **date**: "2023-05-03"
   - **paymentMethod**: CASH
   - **status**: VERIFIED
   - **currency**:
     - **name**: "Swiss Franc"
     - **abbreviation**: "CHF"

4. **Bill 4**:
   - **amount**: 500.00
   - **category**: "Field Research Transportation"
   - **date**: "2023-05-10"
   - **paymentMethod**: CHECK
   - **status**: PENDING
   - **currency**:
     - **name**: "Swiss Franc"
     - **abbreviation**: "CHF"

5. **Bill 5**:
   - **amount**: 500.00
   - **category**: "Conference Fee for Presentation of Findings"
   - **date**: "2023-05-15"
   - **paymentMethod**: DEBIT_CARD
   - **status**: REFUSED
   - **currency**:
     - **name**: "Swiss Franc"
     - **abbreviation**: "CHF"

### Comments

- **Comment 1**:
  - **text**: "Equipment purchased was essential and within budget expectations."

- **Comment 2**:
  - **text**: "The research team's flight was comfortable, with smooth booking procedure."

- **Comment 3**:
  - **text**: "Accommodation was satisfactory, though a bit far from the research site."

- **Comment 4**:
  - **text**: "Transportation for fieldwork was a challenge but manageable."

This instance illustrates an international research project expense, characterized by a wide variety of bill categories and payment methods in the context of academic and scientific research. The expense is set in Switzerland, using Swiss Francs, adding regional specificity. There are multiple payment methods and bill statuses, including a refused payment, indicating a complex financial management scenario typical of international projects. The comments provide insight into logistical aspects of research, showcasing both successes and challenges faced during the project. This instance introduces further diversity in both structure and semantics compared to previous ones.
The last output is partially incorrect: 
temp.soil> !airfareBill.date := Date('2023-04-28')
temp.soil> !airfareBill.paymentMethod := #BANK_TRANSFER
<input>:1:0: generation of expression `#BANK_TRANSFER' failed, with following error:

<input>:1:30: Undefined enumeration literal `BANK_TRANSFER'.

temp.soil> !new Comment('flightComment')
temp.soil> !flightComment.text := "The research team's flight was comfortable, with smooth booking procedure."
<input>:line 1:13 mismatched input '.' expecting :=

Please provide the complete output corrected
The last output is partially incorrect: 
temp.soil> !new Comment('flightComment')
temp.soil> !flightComment.text := 'The research team''s flight was comfortable, with smooth booking procedure.'
<input>:line 1:41 extraneous input ''s flight was comfortable, with smooth booking procedure.'' expecting EOF

Please provide the complete output corrected
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
!new Expense('internationalResearchProjectExpense')
!internationalResearchProjectExpense.amount := 5485.00
!internationalResearchProjectExpense.startDate := Date('2023-05-01')
!internationalResearchProjectExpense.endDate := Date('2023-05-31')

!new Bill('laboratoryEquipmentBill')
!laboratoryEquipmentBill.amount := 2500.00
!laboratoryEquipmentBill.category := 'Laboratory Equipment Purchase'
!laboratoryEquipmentBill.date := Date('2023-05-02')
!laboratoryEquipmentBill.paymentMethod := #CREDIT_CARD
!laboratoryEquipmentBill.status := #VERIFIED

!new Bill('airfareBill')
!airfareBill.amount := 1200.00
!airfareBill.category := 'Airfare for Research Team'
!airfareBill.date := Date('2023-04-28')
!airfareBill.paymentMethod := #CREDIT_CARD
!airfareBill.status := #VALIDATED

!new Bill('hotelAccommodationBill')
!hotelAccommodationBill.amount := 785.00
!hotelAccommodationBill.category := 'Hotel Accommodation'
!hotelAccommodationBill.date := Date('2023-05-03')
!hotelAccommodationBill.paymentMethod := #CASH
!hotelAccommodationBill.status := #VERIFIED

!new Bill('fieldResearchTransportationBill')
!fieldResearchTransportationBill.amount := 500.00
!fieldResearchTransportationBill.category := 'Field Research Transportation'
!fieldResearchTransportationBill.date := Date('2023-05-10')
!fieldResearchTransportationBill.paymentMethod := #CHECK
!fieldResearchTransportationBill.status := #PENDING

!new Bill('conferenceFeeBill')
!conferenceFeeBill.amount := 500.00
!conferenceFeeBill.category := 'Conference Fee for Presentation of Findings'
!conferenceFeeBill.date := Date('2023-05-15')
!conferenceFeeBill.paymentMethod := #CREDIT_CARD
!conferenceFeeBill.status := #REFUSED

!new Currency('currencyCHF')
!currencyCHF.name := 'Swiss Franc'
!currencyCHF.abbreviation := 'CHF'

!insert (laboratoryEquipmentBill, currencyCHF) into BillCurrency
!insert (airfareBill, currencyCHF) into BillCurrency
!insert (hotelAccommodationBill, currencyCHF) into BillCurrency
!insert (fieldResearchTransportationBill, currencyCHF) into BillCurrency
!insert (conferenceFeeBill, currencyCHF) into BillCurrency

!insert (internationalResearchProjectExpense, laboratoryEquipmentBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, airfareBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, hotelAccommodationBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, fieldResearchTransportationBill) into ExpenseContainsBills
!insert (internationalResearchProjectExpense, conferenceFeeBill) into ExpenseContainsBills

!new Comment('equipmentComment')
!equipmentComment.text := 'Equipment purchased was essential and within budget expectations.'

!new Comment('flightComment')
!flightComment.text := 'The research team''s flight was comfortable, with smooth booking procedure.'

!new Comment('accommodationComment')
!accommodationComment.text := 'Accommodation was satisfactory, though a bit far from the research site.'

!new Comment('transportationComment')
!transportationComment.text := 'Transportation for fieldwork was a challenge but manageable.'

!insert (internationalResearchProjectExpense, equipmentComment) into ExpenseComment
!insert (internationalResearchProjectExpense, flightComment) into ExpenseComment
!insert (internationalResearchProjectExpense, accommodationComment) into ExpenseComment
!insert (internationalResearchProjectExpense, transportationComment) into ExpenseComment
</object_model>
No judge system prompt available
No judge user prompt available
Bill.paymentMethod
Evenness (active groups) = 0.8650 Evenness (all groups) = 0.8650
3
CREDIT_CARD
1
CHECK
1
CASH
Bill.status
Evenness (active groups) = 0.9610 Evenness (all groups) = 0.7435
0
DRAFT
1
PENDING
2
VERIFIED
1
VALIDATED
1
REFUSED
0
REFUNDED
LLM as a Judge
Realistic

The object model represents a highly plausible set of expenses for a research project. The bill amounts accurately sum to the total expense amount (5485.00), the dates align logically with typical advance bookings (e.g., flight booked before the project start date), and the categorization, currencies, and comments correctly reflect normal business operations.

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.20
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/59
Multiplicities 0/14
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 93.3%
String Equals 100.0%
String LV 84.0%
Shannon (Active) 0.913 ± 0.048
Shannon (All) 0.804 ± 0.061
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 11/∞
Attributes 34/34
Relationships 14/∞
Viewer
!new Expense('boundaryCaseExpense')
!boundaryCaseExpense.amount := 250.00
!boundaryCaseExpense.startDate := Date('2023-07-01')
!boundaryCaseExpense.endDate := Date('2023-07-31')

!new Bill('groceryShoppingBill')
!groceryShoppingBill.amount := 100.00
!groceryShoppingBill.category := 'Grocery Shopping'
!groceryShoppingBill.date := Date('2023-07-05')
!groceryShoppingBill.paymentMethod := #CASH
!groceryShoppingBill.status := #VERIFIED

!new Bill('internetSubscriptionBill')
!internetSubscriptionBill.amount := 150.00
!internetSubscriptionBill.category := 'Internet Subscription'
!internetSubscriptionBill.date := Date('2023-07-15')
!internetSubscriptionBill.paymentMethod := #CREDIT_CARD
!internetSubscriptionBill.status := #REFUNDED

!new Currency('currencyMXN')
!currencyMXN.name := 'Mexican Peso'
!currencyMXN.abbreviation := 'MXN'

!insert (groceryShoppingBill, currencyMXN) into BillCurrency
!insert (internetSubscriptionBill, currencyMXN) into BillCurrency

!insert (boundaryCaseExpense, groceryShoppingBill) into ExpenseContainsBills
!insert (boundaryCaseExpense, internetSubscriptionBill) into ExpenseContainsBills

!new Comment('groceryComment')
!groceryComment.text := 'Grocery bill verified promptly upon purchase.'

!new Comment('subscriptionComment')
!subscriptionComment.text := 'Subscription fee was refunded due to service outage, resolved swiftly.'

!insert (boundaryCaseExpense, groceryComment) into ExpenseComment
!insert (boundaryCaseExpense, subscriptionComment) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
You are tasked with analyzing conceptual models represented as class diagrams and expressed in the UML-based specification environment using its native syntax. You must adhere to the following requirements: - Use very clear language. - Do not overexplain, be concise. - Multiplicities must be very clear and easy to understand.  You should follow the structure and requirements below: ## Description Start by explaining the overall structure and purpose of the model. ### Components Break down the components of the model (i.e., classes and attributes), describing each, their type and purpose.  ## Relationships Describe the relationships between the components of the model, dependencies and multiplicities (i.e., minimum and maximum number of instances of one class that can be associated with instances of another class). Describe the multiplicities at both ends of each association.  ## Invariants Define the invariants that apply to the model (i.e., those constraints that must be fulfilled).
Your task is to generate a complete and diverse instance, in plain English, for a given category and based on a provided conceptual model description. The instance must adhere to these requirements: - Be self-contained: Include all required attributes, relationships, and related entities in full detail. - Conform to the model: Fulfill the constraints, multiplicities, relationships, and attributes defined in the class diagram model. - Understand the context: Ensure that its attributes and relationships are relevant. - Avoid duplication of instances: Take into consideration those instances previously built to avoid redundancy. - Semantic diversity: From a semantic point of view, incorporate varied scenarios, including regional, linguistic, or cultural differences. - Structural diversity: Include instances with different numbers of elements, different numbers of relationships and complexity, and create varied examples by changing entity attributes.
You are tasked with creating instances of a conceptual model in the UML-based Specification Environment (USE). You will receive: 1. The UML class diagram that the instance follows. 2. A sample syntax of instances creation. 3. A description of the instance that needs to be created.  Your goal is to generate these instances based on the provided description, adhering strictly to these requirements: - The output must be in plain text, with no additional comments, descriptions, or explanations. - Ensure that the created instance adheres to the provided description. - Follow the syntax sample provided, without deviation. - Take into account previously created instances to avoid using duplicate naming.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
Analyze the following UML class diagram:
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
For the same category and model description, generate another instance that is structurally and semantically different from the previous ones
Continue with the following description, creating the instance according to the syntax example and this specification: 
## Boundary Case Instance: MyExpenses

### Expense Details

- **Expense**:
  - **amount**: 250.00
  - **startDate**: "2023-07-01"
  - **endDate**: "2023-07-31"

### Bills Contained in Expense

#### Bill 1 (Boundary Test with Immediate Verification and Cultural Context)

- **Bill**:
  - **amount**: 100.00
  - **category**: "Grocery Shopping"
  - **date**: "2023-07-05"
  - **paymentMethod**: CASH
  - **status**: VERIFIED

- **Currency**:
  - **name**: "Mexican Peso"
  - **abbreviation**: "MXN"

#### Bill 2 (Extreme Time Sensitivity with Payment Reversal)

- **Bill**:
  - **amount**: 150.00
  - **category**: "Internet Subscription"
  - **date**: "2023-07-15"
  - **paymentMethod**: CREDIT_CARD
  - **status**: REFUNDED

- **Currency**:
  - **name**: "Mexican Peso"
  - **abbreviation**: "MXN"

### Comments on the Expense

- **Comments**: 
  - **Comment 1**:
    - **text**: "Grocery bill verified promptly upon purchase."
  - **Comment 2**:
    - **text**: "Subscription fee was refunded due to service outage, resolved swiftly."

### Explanation

- The **Expense** amount of 250.00 is the total of two bills with culturally contextual elements related to expenses in Mexico.
- **Bill 1** for "Grocery Shopping" reflects a common, everyday necessity with a VERIFIED status, highlighting prompt payment confirmation for essential purchases.
- **Bill 2** involves an "Internet Subscription" with a status of REFUNDED, illustrating the resolution of customer service issues—common in dynamic service environments.
- Both bills are in **Mexican Pesos** (MXN), anchoring this set of expenses within a Latin American economic framework.
- The **Comments** enrich the audit trail, providing clear documentation addressing the immediate verification of essential purchases and effective handling of service-related refunds.
- This instance spans a typical monthly timeframe while employing different service and household expense types alongside their respective financial resolutions, illustrating varied everyday financial management scenarios.
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
!new Expense('boundaryCaseExpense')
!boundaryCaseExpense.amount := 250.00
!boundaryCaseExpense.startDate := Date('2023-07-01')
!boundaryCaseExpense.endDate := Date('2023-07-31')

!new Bill('groceryShoppingBill')
!groceryShoppingBill.amount := 100.00
!groceryShoppingBill.category := 'Grocery Shopping'
!groceryShoppingBill.date := Date('2023-07-05')
!groceryShoppingBill.paymentMethod := #CASH
!groceryShoppingBill.status := #VERIFIED

!new Bill('internetSubscriptionBill')
!internetSubscriptionBill.amount := 150.00
!internetSubscriptionBill.category := 'Internet Subscription'
!internetSubscriptionBill.date := Date('2023-07-15')
!internetSubscriptionBill.paymentMethod := #CREDIT_CARD
!internetSubscriptionBill.status := #REFUNDED

!new Currency('currencyMXN')
!currencyMXN.name := 'Mexican Peso'
!currencyMXN.abbreviation := 'MXN'

!insert (groceryShoppingBill, currencyMXN) into BillCurrency
!insert (internetSubscriptionBill, currencyMXN) into BillCurrency

!insert (boundaryCaseExpense, groceryShoppingBill) into ExpenseContainsBills
!insert (boundaryCaseExpense, internetSubscriptionBill) into ExpenseContainsBills

!new Comment('groceryComment')
!groceryComment.text := 'Grocery bill verified promptly upon purchase.'

!new Comment('subscriptionComment')
!subscriptionComment.text := 'Subscription fee was refunded due to service outage, resolved swiftly.'

!insert (boundaryCaseExpense, groceryComment) into ExpenseComment
!insert (boundaryCaseExpense, subscriptionComment) into ExpenseComment
</object_model>
No judge system prompt available
No judge user prompt available
Bill.paymentMethod
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.6309
1
CREDIT_CARD
0
CHECK
1
CASH
Bill.status
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.3869
0
DRAFT
0
PENDING
1
VERIFIED
0
VALIDATED
0
REFUSED
1
REFUNDED
LLM as a Judge
Realistic

The object model is entirely consistent with real-world expense reporting semantics. The expense time period (July 2023) correctly spans the dates of the associated bills (July 5th and 15th). The total expense amount (250.00) equals the sum of the bills. Furthermore, the currency ('Mexican Peso' / 'MXN'), categories, payment methods, and comment notes perfectly contextualize and justify the bill statuses (like the refund for the internet subscription outage).

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.09
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/29
Multiplicities 0/6
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 100.0%
String Equals 100.0%
String LV 88.7%
Shannon (Active) 1.000 ± 0.000
Shannon (All) 0.509 ± 0.122
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 6/∞
Attributes 17/17
Relationships 6/∞
Viewer
!new Expense('academicResearchGrantExpense')
!academicResearchGrantExpense.amount := 10500.00
!academicResearchGrantExpense.startDate := Date('2023-05-01')
!academicResearchGrantExpense.endDate := Date('2023-08-31')

!new Bill('personnelAndSalariesBill')
!personnelAndSalariesBill.amount := 4000.00
!personnelAndSalariesBill.category := 'Personnel and Salaries'
!personnelAndSalariesBill.date := Date('2023-05-01')
!personnelAndSalariesBill.paymentMethod := #CREDIT_CARD
!personnelAndSalariesBill.status := #VALIDATED

!new Bill('equipmentAndMaterialsBill')
!equipmentAndMaterialsBill.amount := 2500.00
!equipmentAndMaterialsBill.category := 'Equipment and Materials'
!equipmentAndMaterialsBill.date := Date('2023-05-15')
!equipmentAndMaterialsBill.paymentMethod := #CHECK
!equipmentAndMaterialsBill.status := #VERIFIED

!new Bill('travelAndAccommodationBill')
!travelAndAccommodationBill.amount := 1500.00
!travelAndAccommodationBill.category := 'Travel and Accommodation'
!travelAndAccommodationBill.date := Date('2023-06-05')
!travelAndAccommodationBill.paymentMethod := #CASH
!travelAndAccommodationBill.status := #REFUNDED

!new Bill('conferencesAndSeminarsBill')
!conferencesAndSeminarsBill.amount := 1000.00
!conferencesAndSeminarsBill.category := 'Conferences and Seminars'
!conferencesAndSeminarsBill.date := Date('2023-07-10')
!conferencesAndSeminarsBill.paymentMethod := #CREDIT_CARD
!conferencesAndSeminarsBill.status := #PENDING

!new Bill('publicationAndCommunicationBill')
!publicationAndCommunicationBill.amount := 1500.00
!publicationAndCommunicationBill.category := 'Publication and Communication'
!publicationAndCommunicationBill.date := Date('2023-08-20')
!publicationAndCommunicationBill.paymentMethod := #CHECK
!publicationAndCommunicationBill.status := #DRAFT

!new Currency('currencyUSD')
!currencyUSD.name := 'US Dollar'
!currencyUSD.abbreviation := 'USD'

!insert (personnelAndSalariesBill, currencyUSD) into BillCurrency
!insert (equipmentAndMaterialsBill, currencyUSD) into BillCurrency
!insert (travelAndAccommodationBill, currencyUSD) into BillCurrency
!insert (conferencesAndSeminarsBill, currencyUSD) into BillCurrency
!insert (publicationAndCommunicationBill, currencyUSD) into BillCurrency

!insert (academicResearchGrantExpense, personnelAndSalariesBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, equipmentAndMaterialsBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, travelAndAccommodationBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, conferencesAndSeminarsBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, publicationAndCommunicationBill) into ExpenseContainsBills

!new Comment('fundingAllocationComment')
!fundingAllocationComment.text := 'Funding allocation for a multidisciplinary research project focusing on renewable energy solutions.'

!new Comment('projectCollaborationComment')
!projectCollaborationComment.text := 'The project involves collaborative efforts between universities, with extensive data collection and analysis.'

!insert (academicResearchGrantExpense, fundingAllocationComment) into ExpenseComment
!insert (academicResearchGrantExpense, projectCollaborationComment) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
You are tasked with analyzing conceptual models represented as class diagrams and expressed in the UML-based specification environment using its native syntax. You must adhere to the following requirements: - Use very clear language. - Do not overexplain, be concise. - Multiplicities must be very clear and easy to understand.  You should follow the structure and requirements below: ## Description Start by explaining the overall structure and purpose of the model. ### Components Break down the components of the model (i.e., classes and attributes), describing each, their type and purpose.  ## Relationships Describe the relationships between the components of the model, dependencies and multiplicities (i.e., minimum and maximum number of instances of one class that can be associated with instances of another class). Describe the multiplicities at both ends of each association.  ## Invariants Define the invariants that apply to the model (i.e., those constraints that must be fulfilled).
Your task is to generate a complete and diverse instance, in plain English, for a given category and based on a provided conceptual model description. The instance must adhere to these requirements: - Be self-contained: Include all required attributes, relationships, and related entities in full detail. - Conform to the model: Fulfill the constraints, multiplicities, relationships, and attributes defined in the class diagram model. - Understand the context: Ensure that its attributes and relationships are relevant. - Avoid duplication of instances: Take into consideration those instances previously built to avoid redundancy. - Semantic diversity: From a semantic point of view, incorporate varied scenarios, including regional, linguistic, or cultural differences. - Structural diversity: Include instances with different numbers of elements, different numbers of relationships and complexity, and create varied examples by changing entity attributes.
You are tasked with creating instances of a conceptual model in the UML-based Specification Environment (USE). You will receive: 1. The UML class diagram that the instance follows. 2. A sample syntax of instances creation. 3. A description of the instance that needs to be created.  Your goal is to generate these instances based on the provided description, adhering strictly to these requirements: - The output must be in plain text, with no additional comments, descriptions, or explanations. - Ensure that the created instance adheres to the provided description. - Follow the syntax sample provided, without deviation. - Take into account previously created instances to avoid using duplicate naming.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
Analyze the following UML class diagram:
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
For the same category and model description, generate another instance that is structurally and semantically different from the previous ones
Continue with the following description, creating the instance according to the syntax example and this specification: 
### Complex Instance: Academic Research Grant Expenses

#### Expense Instance

- **Expense ID**: E005
  - **amount**: 10500.00 (This is the sum of all associated bills.)
  - **startDate**: "2023-05-01"
  - **endDate**: "2023-08-31"
  - **Comments**:
    - (Comment 1)
      - **text**: "Funding allocation for a multidisciplinary research project focusing on renewable energy solutions."
    - (Comment 2)
      - **text**: "The project involves collaborative efforts between universities, with extensive data collection and analysis."

#### Bill Instances (Related to Expense E005)

1. **Bill ID**: B019
   - **amount**: 4000.00
   - **category**: "Personnel and Salaries"
   - **date**: "2023-05-01"
   - **paymentMethod**: CREDIT_CARD
   - **status**: VALIDATED
   - **Currency**:
     - **name**: "US Dollar"
     - **abbreviation**: "USD"

2. **Bill ID**: B020
   - **amount**: 2500.00
   - **category**: "Equipment and Materials"
   - **date**: "2023-05-15"
   - **paymentMethod**: CHECK
   - **status**: VERIFIED
   - **Currency**:
     - **name**: "US Dollar"
     - **abbreviation**: "USD"

3. **Bill ID**: B021
   - **amount**: 1500.00
   - **category**: "Travel and Accommodation"
   - **date**: "2023-06-05"
   - **paymentMethod**: CASH
   - **status**: REFUNDED
   - **Currency**:
     - **name**: "US Dollar"
     - **abbreviation**: "USD"

4. **Bill ID**: B022
   - **amount**: 1000.00
   - **category**: "Conferences and Seminars"
   - **date**: "2023-07-10"
   - **paymentMethod**: CREDIT_CARD
   - **status**: PENDING
   - **Currency**:
     - **name**: "US Dollar"
     - **abbreviation**: "USD"

5. **Bill ID**: B023
   - **amount**: 1500.00
   - **category**: "Publication and Communication"
   - **date**: "2023-08-20"
   - **paymentMethod**: CHECK
   - **status**: DRAFT
   - **Currency**:
     - **name**: "US Dollar"
     - **abbreviation**: "USD"

#### Details and Relationships

- **ExpenseContainsBills**: The expense E005 is comprised of five bills (B019, B020, B021, B022, B023), covering the different facets of a research grant including personnel, materials, travel, conferences, and publication.

- **ExpenseComment**: Comments associated with expense E005 highlight the research's impact and the collaboration between academic institutions, illustrating the comprehensive scope and purpose of the project.

- **BillCurrency**: All bills operate in the same currency, "US Dollar (USD)", indicating that while the research might be international, the funding and expenses are managed in a US-centric financial setup.

In this instance, the invariants are fulfilled as follows:
- **Expense inv positiveAmount**: All bill amounts are non-negative, indicating valid expenses in the context of the research project.
- **Expense inv expenseSumOfBills**: The total expense amount (10500.00) matches the sum of all bill amounts (4000.00 + 2500.00 + 1500.00 + 1000.00 + 1500.00 = 10500.00).

This instance illustrates a research grant scenario, emphasizing academic and collaborative elements, with detailed allocation of funds across multiple categories and different bill statuses, encapsulating the diversity and complexity of managing a research project budget.
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
!new Expense('academicResearchGrantExpense')
!academicResearchGrantExpense.amount := 10500.00
!academicResearchGrantExpense.startDate := Date('2023-05-01')
!academicResearchGrantExpense.endDate := Date('2023-08-31')

!new Bill('personnelAndSalariesBill')
!personnelAndSalariesBill.amount := 4000.00
!personnelAndSalariesBill.category := 'Personnel and Salaries'
!personnelAndSalariesBill.date := Date('2023-05-01')
!personnelAndSalariesBill.paymentMethod := #CREDIT_CARD
!personnelAndSalariesBill.status := #VALIDATED

!new Bill('equipmentAndMaterialsBill')
!equipmentAndMaterialsBill.amount := 2500.00
!equipmentAndMaterialsBill.category := 'Equipment and Materials'
!equipmentAndMaterialsBill.date := Date('2023-05-15')
!equipmentAndMaterialsBill.paymentMethod := #CHECK
!equipmentAndMaterialsBill.status := #VERIFIED

!new Bill('travelAndAccommodationBill')
!travelAndAccommodationBill.amount := 1500.00
!travelAndAccommodationBill.category := 'Travel and Accommodation'
!travelAndAccommodationBill.date := Date('2023-06-05')
!travelAndAccommodationBill.paymentMethod := #CASH
!travelAndAccommodationBill.status := #REFUNDED

!new Bill('conferencesAndSeminarsBill')
!conferencesAndSeminarsBill.amount := 1000.00
!conferencesAndSeminarsBill.category := 'Conferences and Seminars'
!conferencesAndSeminarsBill.date := Date('2023-07-10')
!conferencesAndSeminarsBill.paymentMethod := #CREDIT_CARD
!conferencesAndSeminarsBill.status := #PENDING

!new Bill('publicationAndCommunicationBill')
!publicationAndCommunicationBill.amount := 1500.00
!publicationAndCommunicationBill.category := 'Publication and Communication'
!publicationAndCommunicationBill.date := Date('2023-08-20')
!publicationAndCommunicationBill.paymentMethod := #CHECK
!publicationAndCommunicationBill.status := #DRAFT

!new Currency('currencyUSD')
!currencyUSD.name := 'US Dollar'
!currencyUSD.abbreviation := 'USD'

!insert (personnelAndSalariesBill, currencyUSD) into BillCurrency
!insert (equipmentAndMaterialsBill, currencyUSD) into BillCurrency
!insert (travelAndAccommodationBill, currencyUSD) into BillCurrency
!insert (conferencesAndSeminarsBill, currencyUSD) into BillCurrency
!insert (publicationAndCommunicationBill, currencyUSD) into BillCurrency

!insert (academicResearchGrantExpense, personnelAndSalariesBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, equipmentAndMaterialsBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, travelAndAccommodationBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, conferencesAndSeminarsBill) into ExpenseContainsBills
!insert (academicResearchGrantExpense, publicationAndCommunicationBill) into ExpenseContainsBills

!new Comment('fundingAllocationComment')
!fundingAllocationComment.text := 'Funding allocation for a multidisciplinary research project focusing on renewable energy solutions.'

!new Comment('projectCollaborationComment')
!projectCollaborationComment.text := 'The project involves collaborative efforts between universities, with extensive data collection and analysis.'

!insert (academicResearchGrantExpense, fundingAllocationComment) into ExpenseComment
!insert (academicResearchGrantExpense, projectCollaborationComment) into ExpenseComment
</object_model>
No judge system prompt available
No judge user prompt available
Bill.paymentMethod
Evenness (active groups) = 0.9602 Evenness (all groups) = 0.9602
2
CREDIT_CARD
2
CHECK
1
CASH
Bill.status
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.8982
1
DRAFT
1
PENDING
1
VERIFIED
1
VALIDATED
0
REFUSED
1
REFUNDED
LLM as a Judge
Realistic

The object model accurately represents a real-world scenario of an academic research grant. All bill dates fall logically within the start and end dates of the expense, the sum of the bill amounts equals the total expense amount (10500.00), and the assigned comments, payment methods, statuses, and currency settings are culturally and financially sound.

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.11
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/53
Multiplicities 0/12
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 93.3%
String Equals 100.0%
String LV 83.4%
Shannon (Active) 0.980 ± 0.020
Shannon (All) 0.929 ± 0.031
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 9/∞
Attributes 32/32
Relationships 12/∞
Viewer
!new Expense('festivalOperationsFundDisbursement')
!festivalOperationsFundDisbursement.amount := 48200.00
!festivalOperationsFundDisbursement.startDate := Date('2023-09-10')
!festivalOperationsFundDisbursement.endDate := Date('2023-09-17')

!new Bill('stageSetupBill')
!stageSetupBill.amount := 15000.00
!stageSetupBill.category := 'Stage Setup'
!stageSetupBill.date := Date('2023-09-11')
!stageSetupBill.paymentMethod := #CHECK
!stageSetupBill.status := #VALIDATED

!new Bill('lightingAndSoundBill')
!lightingAndSoundBill.amount := 12000.00
!lightingAndSoundBill.category := 'Lighting and Sound'
!lightingAndSoundBill.date := Date('2023-09-12')
!lightingAndSoundBill.paymentMethod := #CREDIT_CARD
!lightingAndSoundBill.status := #PENDING

!new Bill('securityServicesBill')
!securityServicesBill.amount := 10000.00
!securityServicesBill.category := 'Security Services'
!securityServicesBill.date := Date('2023-09-13')
!securityServicesBill.paymentMethod := #CASH
!securityServicesBill.status := #VERIFIED

!new Bill('cateringServicesBill')
!cateringServicesBill.amount := 11200.00
!cateringServicesBill.category := 'Catering Services'
!cateringServicesBill.date := Date('2023-09-14')
!cateringServicesBill.paymentMethod := #CHECK
!cateringServicesBill.status := #REFUSED

!new Currency('currencyEUR')
!currencyEUR.name := 'Euro'
!currencyEUR.abbreviation := 'EUR'

!new Currency('currencyUSD')
!currencyUSD.name := 'US Dollar'
!currencyUSD.abbreviation := 'USD'

!new Currency('currencyCAD')
!currencyCAD.name := 'Canadian Dollar'
!currencyCAD.abbreviation := 'CAD'

!new Currency('currencyAUD')
!currencyAUD.name := 'Australian Dollar'
!currencyAUD.abbreviation := 'AUD'

!insert (stageSetupBill, currencyEUR) into BillCurrency
!insert (lightingAndSoundBill, currencyUSD) into BillCurrency
!insert (securityServicesBill, currencyCAD) into BillCurrency
!insert (cateringServicesBill, currencyAUD) into BillCurrency

!insert (festivalOperationsFundDisbursement, stageSetupBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, lightingAndSoundBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, securityServicesBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, cateringServicesBill) into ExpenseContainsBills

!new Comment('stageSetupComment')
!stageSetupComment.text := 'Stage setup contracted to local providers familiar with festival needs, ensuring cultural authenticity.'

!new Comment('lightingIssueComment')
!lightingIssueComment.text := 'Pending issue with lighting invoice due to supplier''s delayed equipment delivery.'

!new Comment('securityComment')
!securityComment.text := 'Security verification completed, operations confirmed compliant with safety regulations.'

!new Comment('cateringComment')
!cateringComment.text := 'Catering bill refused pending renegotiation of menu options to include local delicacies.'

!insert (festivalOperationsFundDisbursement, stageSetupComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, lightingIssueComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, securityComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, cateringComment) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
You are tasked with analyzing conceptual models represented as class diagrams and expressed in the UML-based specification environment using its native syntax. You must adhere to the following requirements: - Use very clear language. - Do not overexplain, be concise. - Multiplicities must be very clear and easy to understand.  You should follow the structure and requirements below: ## Description Start by explaining the overall structure and purpose of the model. ### Components Break down the components of the model (i.e., classes and attributes), describing each, their type and purpose.  ## Relationships Describe the relationships between the components of the model, dependencies and multiplicities (i.e., minimum and maximum number of instances of one class that can be associated with instances of another class). Describe the multiplicities at both ends of each association.  ## Invariants Define the invariants that apply to the model (i.e., those constraints that must be fulfilled).
Your task is to generate a complete and diverse instance, in plain English, for a given category and based on a provided conceptual model description. The instance must adhere to these requirements: - Be self-contained: Include all required attributes, relationships, and related entities in full detail. - Conform to the model: Fulfill the constraints, multiplicities, relationships, and attributes defined in the class diagram model. - Understand the context: Ensure that its attributes and relationships are relevant. - Avoid duplication of instances: Take into consideration those instances previously built to avoid redundancy. - Semantic diversity: From a semantic point of view, incorporate varied scenarios, including regional, linguistic, or cultural differences. - Structural diversity: Include instances with different numbers of elements, different numbers of relationships and complexity, and create varied examples by changing entity attributes.
You are tasked with creating instances of a conceptual model in the UML-based Specification Environment (USE). You will receive: 1. The UML class diagram that the instance follows. 2. A sample syntax of instances creation. 3. A description of the instance that needs to be created.  Your goal is to generate these instances based on the provided description, adhering strictly to these requirements: - The output must be in plain text, with no additional comments, descriptions, or explanations. - Ensure that the created instance adheres to the provided description. - Follow the syntax sample provided, without deviation. - Take into account previously created instances to avoid using duplicate naming.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
Analyze the following UML class diagram:
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
For the same category and model description, generate another instance that is structurally and semantically different from the previous ones
Continue with the following description, creating the instance according to the syntax example and this specification: 
## Edge Case Instance: Festival Operations Fund Disbursement

### Description
This instance, "Festival Operations Fund Disbursement," represents a cultural festival organized by a city’s cultural affairs department. It involves handling extensive expenses, multiple concurrent payments, and unique logistical challenges associated with coordinating various festival components.

### Components

- **Expense**:
  - **amount**: 48200.00
  - **startDate**: "2023-09-10"
  - **endDate**: "2023-09-17"

- **Bills**:
  - **Bill 1**:
    - **amount**: 15000.00
    - **category**: "Stage Setup"
    - **date**: "2023-09-11"
    - **paymentMethod**: CHECK
    - **status**: VALIDATED
  - **Bill 2**:
    - **amount**: 12000.00
    - **category**: "Lighting and Sound"
    - **date**: "2023-09-12"
    - **paymentMethod**: CREDIT_CARD
    - **status**: PENDING
  - **Bill 3**:
    - **amount**: 10000.00
    - **category**: "Security Services"
    - **date**: "2023-09-13"
    - **paymentMethod**: CASH
    - **status**: VERIFIED
  - **Bill 4**:
    - **amount**: 11200.00
    - **category**: "Catering Services"
    - **date**: "2023-09-14"
    - **paymentMethod**: CHECK
    - **status**: REFUSED

- **Currency**:
  - **Bill 1** uses Currency:
    - **name**: "Euro"
    - **abbreviation**: "EUR"
  - **Bill 2** uses Currency:
    - **name**: "US Dollar"
    - **abbreviation**: "USD"
  - **Bill 3** uses Currency:
    - **name**: "Canadian Dollar"
    - **abbreviation**: "CAD"
  - **Bill 4** uses Currency:
    - **name**: "Australian Dollar"
    - **abbreviation**: "AUD"

- **Comments**:
  - **Comment 1**:
    - **text**: "Stage setup contracted to local providers familiar with festival needs, ensuring cultural authenticity."
  - **Comment 2**:
    - **text**: "Pending issue with lighting invoice due to supplier's delayed equipment delivery."
  - **Comment 3**:
    - **text**: "Security verification completed, operations confirmed compliant with safety regulations."
  - **Comment 4**:
    - **text**: "Catering bill refused pending renegotiation of menu options to include local delicacies."

### Explanation

- The **Expense** highlights the coordination and financial logistics involved in running a prominent city festival with multiple on-ground facets needing financial oversight.
- **Bills** reflect broad categories crucial to the festival's success, each with its unique financial and logistical challenges ranging in status from VALIDATED to REFUSED.
- The use of different **Currencies** implies engaging with diverse global and local vendors indispensable for festival success, demonstrating the city's reach and intercultural engagement.
- Multiple **PaymentMethods** underscore the tailored financial strategies to accommodate large-scale service procurement.
- **Comments** provide cultural and logistical context, detailing strategic decisions, vendor management issues, and adaptive planning needed to enhance festival outcomes.

This instance illustrates complex operational funding and management, showing how the "MyExpenses" model supports detailed transaction processing and logistical planning necessary for large public events, with a focus on cultural integration and responsive financial administration.
The last output is partially incorrect: 
temp.soil> !new Comment('lightingIssueComment')
temp.soil> !lightingIssueComment.text := "Pending issue with lighting invoice due to supplier's delayed equipment delivery."
<input>:line 1:20 mismatched input '.' expecting :=

Please provide the complete output corrected
The last output is partially incorrect: 
temp.soil> !new Comment('lightingIssueComment')
temp.soil> !lightingIssueComment.text := 'Pending issue with lighting invoice due to supplier''s delayed equipment delivery.'
<input>:line 1:82 extraneous input ''s delayed equipment delivery.'' expecting EOF

Please provide the complete output corrected
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
!new Expense('festivalOperationsFundDisbursement')
!festivalOperationsFundDisbursement.amount := 48200.00
!festivalOperationsFundDisbursement.startDate := Date('2023-09-10')
!festivalOperationsFundDisbursement.endDate := Date('2023-09-17')

!new Bill('stageSetupBill')
!stageSetupBill.amount := 15000.00
!stageSetupBill.category := 'Stage Setup'
!stageSetupBill.date := Date('2023-09-11')
!stageSetupBill.paymentMethod := #CHECK
!stageSetupBill.status := #VALIDATED

!new Bill('lightingAndSoundBill')
!lightingAndSoundBill.amount := 12000.00
!lightingAndSoundBill.category := 'Lighting and Sound'
!lightingAndSoundBill.date := Date('2023-09-12')
!lightingAndSoundBill.paymentMethod := #CREDIT_CARD
!lightingAndSoundBill.status := #PENDING

!new Bill('securityServicesBill')
!securityServicesBill.amount := 10000.00
!securityServicesBill.category := 'Security Services'
!securityServicesBill.date := Date('2023-09-13')
!securityServicesBill.paymentMethod := #CASH
!securityServicesBill.status := #VERIFIED

!new Bill('cateringServicesBill')
!cateringServicesBill.amount := 11200.00
!cateringServicesBill.category := 'Catering Services'
!cateringServicesBill.date := Date('2023-09-14')
!cateringServicesBill.paymentMethod := #CHECK
!cateringServicesBill.status := #REFUSED

!new Currency('currencyEUR')
!currencyEUR.name := 'Euro'
!currencyEUR.abbreviation := 'EUR'

!new Currency('currencyUSD')
!currencyUSD.name := 'US Dollar'
!currencyUSD.abbreviation := 'USD'

!new Currency('currencyCAD')
!currencyCAD.name := 'Canadian Dollar'
!currencyCAD.abbreviation := 'CAD'

!new Currency('currencyAUD')
!currencyAUD.name := 'Australian Dollar'
!currencyAUD.abbreviation := 'AUD'

!insert (stageSetupBill, currencyEUR) into BillCurrency
!insert (lightingAndSoundBill, currencyUSD) into BillCurrency
!insert (securityServicesBill, currencyCAD) into BillCurrency
!insert (cateringServicesBill, currencyAUD) into BillCurrency

!insert (festivalOperationsFundDisbursement, stageSetupBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, lightingAndSoundBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, securityServicesBill) into ExpenseContainsBills
!insert (festivalOperationsFundDisbursement, cateringServicesBill) into ExpenseContainsBills

!new Comment('stageSetupComment')
!stageSetupComment.text := 'Stage setup contracted to local providers familiar with festival needs, ensuring cultural authenticity.'

!new Comment('lightingIssueComment')
!lightingIssueComment.text := 'Pending issue with lighting invoice due to supplier''s delayed equipment delivery.'

!new Comment('securityComment')
!securityComment.text := 'Security verification completed, operations confirmed compliant with safety regulations.'

!new Comment('cateringComment')
!cateringComment.text := 'Catering bill refused pending renegotiation of menu options to include local delicacies.'

!insert (festivalOperationsFundDisbursement, stageSetupComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, lightingIssueComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, securityComment) into ExpenseComment
!insert (festivalOperationsFundDisbursement, cateringComment) into ExpenseComment
</object_model>
No judge system prompt available
No judge user prompt available
Bill.paymentMethod
Evenness (active groups) = 0.9464 Evenness (all groups) = 0.9464
1
CREDIT_CARD
2
CHECK
1
CASH
Bill.status
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.7737
0
DRAFT
1
PENDING
1
VERIFIED
1
VALIDATED
1
REFUSED
0
REFUNDED
LLM as a Judge
Unrealistic

The object model calculates the total Expense amount (48200.00) by simply summing the raw face values of four bills, despite each bill being denominated in a completely different currency (EUR, USD, CAD, AUD). Summing disparate currencies without applying exchange rates falsely assumes a 1:1 parity between them, which is impossible in real-world financial accounting.

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.34
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/60
Multiplicities 0/12
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 100.0%
String Equals 100.0%
String LV 88.9%
Shannon (Active) 0.973 ± 0.027
Shannon (All) 0.860 ± 0.086
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 13/∞
Attributes 35/35
Relationships 12/∞
Viewer
!new Expense('familyReunionExpense')
!familyReunionExpense.amount := 2000.00
!familyReunionExpense.startDate := Date('2024-05-01')
!familyReunionExpense.endDate := Date('2024-05-04')

!new Bill('cateringServiceBill')
!cateringServiceBill.amount := 800.00
!cateringServiceBill.category := 'Catering Services'
!cateringServiceBill.date := Date('2024-05-01')
!cateringServiceBill.paymentMethod := #CHECK
!cateringServiceBill.status := #VALIDATED

!new Bill('venueRentalBill')
!venueRentalBill.amount := 900.00
!venueRentalBill.category := 'Venue Rental'
!venueRentalBill.date := Date('2024-04-20')
!venueRentalBill.paymentMethod := #CHECK
!venueRentalBill.status := #PENDING

!new Bill('decorationBill')
!decorationBill.amount := 300.00
!decorationBill.category := 'Decoration and Setup'
!decorationBill.date := Date('2024-04-29')
!decorationBill.paymentMethod := #CASH
!decorationBill.status := #VERIFIED

!new Currency('currencyUSD')
!currencyUSD.name := 'United States Dollar'
!currencyUSD.abbreviation := 'USD'

!insert (cateringServiceBill, currencyUSD) into BillCurrency
!insert (venueRentalBill, currencyUSD) into BillCurrency
!insert (decorationBill, currencyUSD) into BillCurrency

!insert (familyReunionExpense, cateringServiceBill) into ExpenseContainsBills
!insert (familyReunionExpense, venueRentalBill) into ExpenseContainsBills
!insert (familyReunionExpense, decorationBill) into ExpenseContainsBills

!new Comment('organizationTip')
!organizationTip.text := 'Plan ahead for better family coordination and reduced last-minute expenses.'

!new Comment('expenseReview')
!expenseReview.text := 'Revisit the budget post-event for any tweaks needed.'

!insert (familyReunionExpense, organizationTip) into ExpenseComment
!insert (familyReunionExpense, expenseReview) into ExpenseComment
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
You are tasked with analyzing conceptual models represented as class diagrams and expressed in the UML-based specification environment using its native syntax. You must adhere to the following requirements: - Use very clear language. - Do not overexplain, be concise. - Multiplicities must be very clear and easy to understand.  You should follow the structure and requirements below: ## Description Start by explaining the overall structure and purpose of the model. ### Components Break down the components of the model (i.e., classes and attributes), describing each, their type and purpose.  ## Relationships Describe the relationships between the components of the model, dependencies and multiplicities (i.e., minimum and maximum number of instances of one class that can be associated with instances of another class). Describe the multiplicities at both ends of each association.  ## Invariants Define the invariants that apply to the model (i.e., those constraints that must be fulfilled).
Your task is to generate a complete and diverse instance, in plain English, for a given category and based on a provided conceptual model description. The instance must adhere to these requirements: - Be self-contained: Include all required attributes, relationships, and related entities in full detail. - Conform to the model: Fulfill the constraints, multiplicities, relationships, and attributes defined in the class diagram model. - Understand the context: Ensure that its attributes and relationships are relevant. - Avoid duplication of instances: Take into consideration those instances previously built to avoid redundancy. - Semantic diversity: From a semantic point of view, incorporate varied scenarios, including regional, linguistic, or cultural differences. - Structural diversity: Include instances with different numbers of elements, different numbers of relationships and complexity, and create varied examples by changing entity attributes.
You are tasked with creating instances of a conceptual model in the UML-based Specification Environment (USE). You will receive: 1. The UML class diagram that the instance follows. 2. A sample syntax of instances creation. 3. A description of the instance that needs to be created.  Your goal is to generate these instances based on the provided description, adhering strictly to these requirements: - The output must be in plain text, with no additional comments, descriptions, or explanations. - Ensure that the created instance adheres to the provided description. - Follow the syntax sample provided, without deviation. - Take into account previously created instances to avoid using duplicate naming.
<role>
You are an expert software and system modeler. You are able to assess the semantic quality of object models that have been created to conform to a domain model. The models are defined in USE (UML-based Specification Environment) and OCL (Object Constraint Language).

Your primary capability is "Semantic Reality Checking". You do not just check for syntactic correctness; you check for real-world plausibility and logical consistency within a given domain.
</role>

<context>
The user will provide two types of content:
1. **Domain Model (.use)**: A class diagram definition including classes, attributes, enums, relationships, multiplicities and roles.
2. **Object Model (.soil)**: An object model. This object model can be seen as a script composed of instructions for the creation of objects, relationships and setting attribute values (snapshot).

Your goal is to act as a judge to determine if the object model represents a **REALISTIC** scenario based on the domain model and common sense real-world logic.
</context>

<definitions>
- **Realistic**: The object model is syntactically correct AND semantically plausible (e.g., A 'Person' has an age between 0 and 120; a 'Car' has a positive price).
- **Unrealistic**: The object model contains contradictions, impossible physical values, or nonsensical relationships (e.g., A 'Person' is their own father; a 'Product' has a negative weight).
- **Doubtful**: You cannot determine whether the object model is realistic or not.
</definitions>

<instructions>
Follow this thinking process strictly before generating the final output:

1. **Analyze the Domain (.use)**: Understand the classes and what they represent in the real world.
2. **Analyze the Instances (.soil)**: Map the created objects to their classes. Look at the specific values assigned to attributes and the relationships created between objects.
3. **Evaluate Semantics**:
    - Apply "Common Sense Knowledge" to the attribute values.
    - Check cardinality and relationship logic beyond simple OCL constraints.
    - Identify any outliers or logical fallacies.
4. **Determine Verdict**: Select one of the defined labels (Realistic/Unrealistic/Doubtful).
</instructions>

<constraints>
- **Tone**: Objective, Analytical, Technical.
- **Verbosity**: Low. Be direct.
- **Reasoning**: The "Why" section must be concise and specific, citing variable names, objects, or relationships when possible.
- Do not output the internal thinking process. Only output the final formatted result.
</constraints>

<output_format>
Structure your response exactly as follows:

**Response**: [Realistic | Unrealistic | Doubtful]
**Why**: [Concise explanation of your reasoning. If Unrealistic, specify the exact objects, values or relationships that break realism.]
</output_format>

<examples>
Example 1:
Input:

<domain_model>
class Person
attributes
    age: Integer
end
class Pet
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Pet [*] role pets
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 250
!new Pet('pet1')
!pet1.name := 'Luna'
… 1.000 more pets creation …
!pet1000.name := 'Max'
!insert (p1, pet1) into Ownership
…1.000 more pets associated with p1 …
!insert (p1, pet1000) into Ownership
</object_model>

Output:

**Response**: Unrealistic
**Why**: The object 'p1' of class 'Person' has an age of 250, which exceeds the biologically plausible lifespan of a human. Although it is not plausible that 1 same person owns 1.000 pets.


Example 2:
Input:

<domain_model>
class Car
attributes
    brand: String
end
class Person
attributes
    name: String
end
association Ownership between
    Person [1] role owner
    Car [*] role cars
end
</domain_model>
<object_model>
!new Person('p1')
!p1.age := 19
!new Car('c1')
!c1.brand := 'Toyota'
!insert (p1, c1) into Ownership
</object_model>

Output:

**Response**: Realistic
**Why**: The object 'c1' has a valid, recognized real-world car brand assigned, and its plausible that a teenager has only one car.


Example 3:
Input:

<domain_model>
class Component
attributes
    setting_val: Integer
    config_mode: String
end
</domain_model>
<object_model>
!new Component('c1')
!c1.setting_val := 8080
!c1.config_mode := 'Legacy'
</object_model>

Output:

**Response**: Doubtful
**Why**: The class 'Component' and attribute 'setting_val' are generic and lack specific real-world semantic context. Without knowing what specific physical or software system this represents, it is impossible to determine if '8080' is a realistic value or an outlier.

</examples>
Analyze the following UML class diagram:
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
For the same category and model description, generate another instance that is structurally and semantically different from the previous ones
Continue with the following description, creating the instance according to the syntax example and this specification: 
## Instance: FamilyReunionExpense

### Description:

Maria organized a family reunion in a charming countryside setting in the United States. She recorded various expenses over this extended weekend gathering, encountering a challenge with the model regarding bill status diversity and payment method limitation.

### Entities:

- **Expense (FamilyReunionExpense)**
  - **amount**: 2000.00
  - **startDate**: "2024-05-01"
  - **endDate**: "2024-05-04"

- **Bill (CateringServiceBill)**
  - **amount**: 800.00
  - **category**: "Catering Services"
  - **date**: "2024-05-01"
  - **paymentMethod**: CHECK
  - **status**: VALIDATED
  - **Currency (USD)**
    - **name**: "United States Dollar"
    - **abbreviation**: "USD"

- **Bill (VenueRentalBill)**
  - **amount**: 900.00
  - **category**: "Venue Rental"
  - **date**: "2024-04-20"
  - **paymentMethod**: CHECK
  - **status**: PENDING
  - **Currency (USD)**
    - **name**: "United States Dollar"
    - **abbreviation**: "USD"

- **Bill (DecorationBill)**
  - **amount**: 300.00
  - **category**: "Decoration and Setup"
  - **date**: "2024-04-29"
  - **paymentMethod**: CASH
  - **status**: VERIFIED
  - **Currency (USD)**
    - **name**: "United States Dollar"
    - **abbreviation**: "USD"

- **Comment (OrganizationTip)**
  - **text**: "Plan ahead for better family coordination and reduced last-minute expenses."

- **Comment (ExpenseReview)**
  - **text**: "Revisit the budget post-event for any tweaks needed."

### Relationships and Overconstraint Detection:

1. **ExpenseContainsBills**
   - `FamilyReunionExpense` encompasses three bills: `CateringServiceBill`, `VenueRentalBill`, and `DecorationBill`.
   - **Violation**: The mix of bill statuses (VALIDATED, PENDING, and VERIFIED) alongside predominantly singular payment method (`CHECK`) results in model rigidity in handling multi-response financial representations, urging complementary systems for arrangement updates or commitments tracking outside isolated validation, risking usability boundaries.

2. **BillCurrency**
   - All bills maintain a consistent usage of USD, eliminating cross-currency concerns, spotlighting the importance of expanded acceptance thresholds against singular methods multiplicative in practical use.

3. **ExpenseComment**
   - `FamilyReunionExpense` includes valuable organizational insights: `OrganizationTip` and `ExpenseReview`, underpinning both pre- and post-event fiscal management strategies.

4. **Invariant Violation**
   - One central challenge materializes in maintaining coherent status-driven transactional documentation in line with multi-stage financial processes like scattered payment methods, enforcing an adaptable alternative approach to ensure compliance amid typical reunion scenarios.

This instance highlights the necessity to foster model flexibility, accommodating status heterogeneity and habitual payment method repeatability in event-focused financial structuring, to ensure versatile practice affinity across real-world familial and event buildout parameters.
<domain_model>
model MyExpenses

dataType Date
operations
    Date(date : String)
end

enum PaymentMethod {
    CREDIT_CARD,
    CHECK,
    CASH
}

enum BillStatus {
    DRAFT,
    PENDING,
    VERIFIED,
    VALIDATED,
    REFUSED,
    REFUNDED
}

class Expense
attributes
    amount : Real
    startDate : Date
    endDate : Date
end

class Bill
attributes
    amount : Real
    category : String
    date : Date
    paymentMethod : PaymentMethod
    status : BillStatus
end

class Comment
attributes
    text : String
end

class Currency
attributes
    name : String
    abbreviation : String
end


composition ExpenseContainsBills between
    Expense [1]
    Bill [*] role bills
end

association ExpenseComment between
    Expense [1]
    Comment [*] role comments
end

association BillCurrency between
    Bill [1..*]
    Currency [1] role currency
end

constraints
context Expense inv positiveAmount:
    self.amount >= 0

context Expense inv expenseSumOfBills:
    self.amount = self.bills->collect(b : Bill | b.amount)->sum()
</domain_model>

<object_model>
!new Expense('familyReunionExpense')
!familyReunionExpense.amount := 2000.00
!familyReunionExpense.startDate := Date('2024-05-01')
!familyReunionExpense.endDate := Date('2024-05-04')

!new Bill('cateringServiceBill')
!cateringServiceBill.amount := 800.00
!cateringServiceBill.category := 'Catering Services'
!cateringServiceBill.date := Date('2024-05-01')
!cateringServiceBill.paymentMethod := #CHECK
!cateringServiceBill.status := #VALIDATED

!new Bill('venueRentalBill')
!venueRentalBill.amount := 900.00
!venueRentalBill.category := 'Venue Rental'
!venueRentalBill.date := Date('2024-04-20')
!venueRentalBill.paymentMethod := #CHECK
!venueRentalBill.status := #PENDING

!new Bill('decorationBill')
!decorationBill.amount := 300.00
!decorationBill.category := 'Decoration and Setup'
!decorationBill.date := Date('2024-04-29')
!decorationBill.paymentMethod := #CASH
!decorationBill.status := #VERIFIED

!new Currency('currencyUSD')
!currencyUSD.name := 'United States Dollar'
!currencyUSD.abbreviation := 'USD'

!insert (cateringServiceBill, currencyUSD) into BillCurrency
!insert (venueRentalBill, currencyUSD) into BillCurrency
!insert (decorationBill, currencyUSD) into BillCurrency

!insert (familyReunionExpense, cateringServiceBill) into ExpenseContainsBills
!insert (familyReunionExpense, venueRentalBill) into ExpenseContainsBills
!insert (familyReunionExpense, decorationBill) into ExpenseContainsBills

!new Comment('organizationTip')
!organizationTip.text := 'Plan ahead for better family coordination and reduced last-minute expenses.'

!new Comment('expenseReview')
!expenseReview.text := 'Revisit the budget post-event for any tweaks needed.'

!insert (familyReunionExpense, organizationTip) into ExpenseComment
!insert (familyReunionExpense, expenseReview) into ExpenseComment
</object_model>
No judge system prompt available
No judge user prompt available
Bill.paymentMethod
Evenness (active groups) = 0.9183 Evenness (all groups) = 0.5794
0
CREDIT_CARD
2
CHECK
1
CASH
Bill.status
Evenness (active groups) = 1.0000 Evenness (all groups) = 0.6131
0
DRAFT
1
PENDING
1
VERIFIED
1
VALIDATED
0
REFUSED
0
REFUNDED
LLM as a Judge
Realistic

The values, categories, and dates for the family reunion expense and its bills are highly logical and consistent with real-world scenarios. It is plausible to pay for venue and decorations shortly before the event starts, and the individual bill amounts correctly sum up to the total expense amount of 2000.00, satisfying the domain constraints.

Metrics
Stats i
Stats
Breakdown of the total cost and elapsed time for generating the instances.
  • Elapsed Time = Console Time (ie. Processing Time + API Calls)
  • Cost = (input tokens * input price) + (output tokens * output price)
Total Cost $0.13
Validation i
Validation
Measures the correctness of the instantiation using the USE check function.
  • Syntax = 1 - (Total Number of syntax errors [use check] / Total Number of lines [instance])
  • Multiplicities = 1 - (Total Number of multiplicities errors [use check] / Total Number of relationships ([instance] !insert))
  • Invariants = 1 - (Total Number of invariants errors [use check] / Total Number of invariants ([model] constraints))
Syntax 0/37
Multiplicities 0/8
Invariants 0/2
Diversity i
Diversity
Measures the variability of the generated instances. Attributes (NumericEquals, StringEquals, StringLv): It identifies how much the LLM repeats specific values versus generating unique data points across instances (100%: Diverse, 0%: Repetitive). We group all generated attributes into bags (numeric and string) and then perform pairwise comparisons between every element to obtain. Structure (GED): Measures the Graph Edit Distance (GED) similarity between instances. Distribution (Shannon): Measures the entropy and evenness (balanced distribution) of the generated enum values.
  • NumericEquals = Total number of numeric attribute pairs with different values / Total number of possible pairs (n * (n - 1) / 2)
  • StringEquals = Total number of string attribute pairs that are NOT exactly identical / Total number of possible pairs (n * (n - 1) / 2)
  • StringLv = Sum of (Levenshtein Distance(a, b) / max(length(a), length(b))) for all string pairs / Total number of possible pairs (n * (n - 1) / 2)
  • GED = Similarity = 1 - (GED / (0.5 * (GED_to_empty_A + GED_to_empty_B))). 1 = red = identical graphs, <=0.5 = green = different graphs. We consider as edit operations: Nodes, Edges, Node_Labels and Edge_Labels [https://github.com/a-coman/ged]
  • Shannon (Active) = Entropy / log2(Number of unique groups actually generated). Measures how evenly the generated values are distributed, considering only the categories the LLM actually used.
  • Shannon (All) = Entropy / log2(Total number of valid groups defined in the model). Measures how evenly the generated values are distributed against the full spectrum of all possible valid options defined in the .use file.
Numeric 100.0%
String Equals 100.0%
String LV 87.2%
Shannon (Active) 0.959 ± 0.041
Shannon (All) 0.596 ± 0.017
Coverage i
Model Coverage
Measures the breadth of the instantiation. It answers: "How much of the structural blueprint (the model) was used?"
  • Classes = Total Unique Classes instantiated (!new) in the .soil / Total Number of classes (class) in the model .use
  • Attributes = Total Unique Attributes instantiated (!Class.Attribute or !set) in the .soil / Total Number of attributes (attributes) in the model .use
  • Relationships = Total Unique Relationships instantiated (!insert) in the .soil / Total Number of relationships (association, composition, aggregation) in the model .use
Classes 100.0%
Attributes 100.0%
Relationships 100.0%
Instantiation i
Instance Instantiation
Measures the depth or density of the data. It answers: "Of the objects the LLM decided to create, how many of their available 'slots' did it fill?"
  • Classes = Total Number of classes (!new) in the instance / Total possible that could have been instantiated (infinity)
  • Attributes = Total Number of attributes (!Class.Attribute or !set) in the instance / Total possible that could have been instantiated (sum(number of classes instantiated of that type * Class.Attributes))
  • Relationships = Total Number of relationships (!insert) in the instance / Total possible that could have been instantiated (infinity)
Classes 7/∞
Attributes 22/22
Relationships 8/∞