Papers with DynaBench
SynthEval: Hybrid Behavioral Testing of NLP Models with Synthetic Evaluation (2024.findings-emnlp)
Copied to clipboard
| Challenge: | Existing frameworks for benchmarking in NLP often overestimate performance . however, manually creating a variety of test types requires significant human labor . |
| Approach: | They propose a framework that leverages large language models to generate a wide range of test types . they first generate sentences via LLMs and then identifies challenging examples . |
| Outcome: | The proposed framework overestimates performance on two classification tasks. |