NovGauge: A Fine-Grained Benchmark for Diagnosing LLMs'Capability in Paper Novelty Assessment
NovGauge is presented, a human-anchored benchmark for fine-grained novelty assessment diagnosis, and a cascading diagnostic pipeline that verifies per-dimension correctness, evidence grounding, and logical support is proposed.
Guo-Qiang Zhang, Ke-Xin Tan, Ming Zhang et al.
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