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Free Text Evaluation on Novelty Assessment Dataset

76.03NLI Score (E-C)Novelty Reviewer
43.73852.121560.50568.8885Jan 14, 2026

Evaluation results

MethodLinks
Novelty ReviewerBackbone=Llama-3.1-8B-Instruct2026.0176.037.824
Paper Reviewer2026.0168.165.871
GPT-OSS-20B2026.0166.597.033
Mistral-7B-Instruct-v0.12026.0155.293.566
SciLlama2026.0154.365.614
OpenReviewerBackbone=Llama-3.1-8B-Instruct2026.0151.396.186
Llama-3.1-8B-Instruct2026.0148.325.492
Qwen2.5-14B-Instruct-1M2026.0144.986.992