model
stringclasses 7
values | prompt
stringclasses 3
values | issue
stringclasses 5
values |
|---|---|---|
C4ai-command-r | description | other_syntactic_error |
gpt3.5-turbo | description+tech_file | wrong_type |
llamma3-7B | description | wrong_type |
lamma3-70B | description+tech_file+example | other_syntactic_error |
lamma3-70B | description | other_syntactic_error |
llamma3-7B | description+tech_file | wrong_type |
Mistral-7B | description | wrong_type |
gemma1-7b | description | missing_declaration |
gemma1-7b | description+tech_file | wrong_type |
llamma3-7B | description+tech_file+example | start_token |
Mistral-7B | description | start_token |
gemma1-7b | description+tech_file+example | missing_declaration |
gpt4-turbo | description | missing_declaration |
lamma3-70B | description+tech_file+example | wrong_type |
gpt3.5-turbo | description+tech_file+example | missing_declaration |
C4ai-command-r | description | semantic_error |
Mistral-7B | description+tech_file+example | semantic_error |
gemma1-7b | description+tech_file | semantic_error |
C4ai-command-r | description+tech_file+example | other_syntactic_error |
gemma1-7b | description | start_token |
This dataset is the result of errors found in generated ecore files by different LLMs, mainly GTP4-Turbo and Llama3-70b-Instruct.
The errors have been classified into :
- Wrong Type : This can occur if the generated type is non existant or used in a wrong way
- Missing declaration : this can be due to either a missing declaration like xsi or nonexistant one
- Start Token : this can mostly be due to start tag <?xml ..> <ecore ..> that are missing, happens when we can't read the file or error in start token
- Semantic Error : this is overly noticed if the is a logic error where a certain attribute isn't present in the file while it was clearly mentioned in the description
- Other Syntactic Error : This was attributed to all the other error that happened
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