Revisiting LLM Evaluation through Mechanism Interpretability: a New Metric and Model Utility Law. - Yixin Cao 002; Jiahao Ying; Yaoning Wang; Xipeng Qiu; Xuanjing Huang 001; Yu-Gang Jiang 001 (CoRR, 2025)

Pruning the Unsurprising: Efficient Code Reasoning via First-Token Surprisal. - Wenhao Zeng; Yaoning Wang; Chao Hu; Yuling Shi; Chengcheng Wan 001; Hongyu Zhang 002; Xiaodong Gu 002 (CoRR, 2025)

EffiEval: Efficient and Generalizable Model Evaluation via Capability Coverage Maximization. - Yaoning Wang; Jiahao Ying; Yixin Cao 002; Yubo Ma; Yu-Gang Jiang 001 (CoRR, 2025)