Focused Large Language Models are Stable Many-Shot Learners. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Yueqi Zhang; Chuyi Tan; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (EMNLP, 2024)

Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation. - Yiwei Li 001; Ji Zhang; Shaoxiong Feng; Peiwen Yuan; Xinglin Wang; Jiayi Shi; Yueqi Zhang; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (ACL (Findings), 2025)

From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MarkerGen. - Peiwen Yuan; Chuyi Tan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Yueqi Zhang; Jiayi Shi; Boyuan Pan; Yao Hu; Kan Li 001 (ACL (1), 2025)

Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation. - Peiwen Yuan; Yueqi Zhang; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (ACL (1), 2025)

UniCBE: An Uniformity-driven Comparing Based Evaluation Framework with Unified Multi-Objective Optimization. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Yueqi Zhang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (ICLR, 2025)

Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning. - Xinglin Wang; Shaoxiong Feng; Yiwei Li 001; Peiwen Yuan; Yueqi Zhang; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (NAACL (Findings), 2025)

LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Yueqi Zhang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (CoRR, 2025)

InsBank: Evolving Instruction Subset for Ongoing Alignment. - Jiayi Shi; Yiwei Li 001; Shaoxiong Feng; Peiwen Yuan; Xinglin Wang; Yueqi Zhang; Chuyi Tan; Boyuan Pan; Huan Ren; Yao Hu; Kan Li 001 (CoRR, 2025)

Speculative Decoding for Multi-Sample Inference. - Yiwei Li 001; Jiayi Shi; Shaoxiong Feng; Peiwen Yuan; Xinglin Wang; Yueqi Zhang; Ji Zhang; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (CoRR, 2025)

Silencer: From Discovery to Mitigation of Self-Bias in LLM-as-Benchmark-Generator. - Peiwen Yuan; Yiwei Li 001; Shaoxiong Feng; Xinglin Wang; Yueqi Zhang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (CoRR, 2025)

Mind the Quote: Enabling Quotation-Aware Dialogue in LLMs via Plug-and-Play Modules. - Yueqi Zhang; Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (CoRR, 2025)

Every Rollout Counts: Optimal Resource Allocation for Efficient Test-Time Scaling. - Xinglin Wang; Yiwei Li 001; Shaoxiong Feng; Peiwen Yuan; Yueqi Zhang; Jiayi Shi; Chuyi Tan; Boyuan Pan; Yao Hu; Kan Li 001 (CoRR, 2025)