NovGauge: A Fine-Grained Benchmark for Diagnosing LLMs'Capability in Paper Novelty Assessment
Large language models (LLMs) are increasingly used in peer review at major AI conferences, yet novelty remains a persistent weak point. Existing benchmarks assess novelty as a single holistic score, making it difficult to diagnose which dimension a model misjudges or whether its evidence is faithful. We present NovGaug...
Guo-Qiang Zhang, Ke-Xin Tan, Ming Zhang et al.
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