yale-nlp/LimitGen

LimitGen Benchmark While LLMs show promise in various scientific tasks, their potential to assist with peer review, particularly in identifying paper limitations, remains understudied. LimitGen, the first comprehensive benchmark for evaluating LLMs' capability to support early-stage feedback and complement human peer review. Our benchmark consists of two subsets: LimitGen-Syn, a synthetic dataset carefully created through controlled perturbations of papers, and LimitGen-Human, a… See the full description on the dataset page: https://huggingface.co/datasets/yale-nlp/LimitGen.

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