Papers with generic evaluation framework
Can ChatGPT Assess Human Personalities? A General Evaluation Framework (2023.findings-emnlp)
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| Challenge: | Existing studies study the virtual personalities of LLMs but rarely explore the possibility of analyzing human personalities via LLM. |
| Approach: | They propose to use Myers–Briggs Type Indicator (MBTI) tests to generate unbiased prompts and replace the subject in question statements to enable flexible queries and assessments. |
| Outcome: | The proposed framework enables LLMs to flexibly assess personalities of different groups of people. |
Perturbation Sensitivity Analysis to Detect Unintended Model Biases (D19-1)
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| Challenge: | Recent research shows that data-driven NLP models may inadvertently capture, reflect and sometimes amplify various social biases present in the language data they are trained on. |
| Approach: | They propose a generic evaluation framework that detects unintended model biases related to named entities and requires no new annotations or corpora. |
| Outcome: | The proposed framework detects unintended model biases related to named entities and requires no new annotations or corpora. |