Normalized Activation Function: Toward Better Convergence. - Peiwen Yuan; Changsheng Zhu (CoRR, 2022)

Better Correlation and Robustness: A Distribution-Balanced Self-Supervised Learning Framework for Automatic Dialogue Evaluation. - Peiwen Yuan; Xinglin Wang; Jiayi Shi; Bin Sun 004; Yiwei Li 001 (NeurIPS, 2023)

Is Channel Independent strategy optimal for Time Series Forecasting? - Peiwen Yuan; Changsheng Zhu (CoRR, 2023)

Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data. - Yiwei Li 001; Peiwen Yuan; Shaoxiong Feng; Boyuan Pan; Bin Sun 004; Xinglin Wang; Heda Wang; Kan Li 001 (AAAI, 2024)

Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation. - Xinglin Wang; Yiwei Li 001; Shaoxiong Feng; Peiwen Yuan; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (ACL (1), 2024)

Poor-Supervised Evaluation for SuperLLM via Mutual Consistency. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (ACL (Findings), 2024)

BatchEval: Towards Human-like Text Evaluation. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (ACL (1), 2024)

Generative Dense Retrieval: Memory Can Be a Burden. - Peiwen Yuan; Xinglin Wang; Shaoxiong Feng; Boyuan Pan; Yiwei Li 001; Heda Wang; Xupeng Miao; Kan Li 001 (EACL (1), 2024)

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)

Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning. - Yiwei Li 001; Peiwen Yuan; Shaoxiong Feng; Boyuan Pan; Xinglin Wang; Bin Sun 004; Heda Wang; Kan Li 001 (ICLR, 2024)

Instruction Embedding: Latent Representations of Instructions Towards Task Identification. - Yiwei Li 001; Jiayi Shi; Shaoxiong Feng; Peiwen Yuan; Xinglin Wang; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (NeurIPS, 2024)

BatchEval: Towards Human-like Text Evaluation. - Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Xinglin Wang; Boyuan Pan; Heda Wang; Kan Li 001 (CoRR, 2024)

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

CogLM: Tracking Cognitive Development of Large Language Models. - Xinglin Wang; Peiwen Yuan; Shaoxiong Feng; Yiwei Li 001; Boyuan Pan; Heda Wang; Yao Hu; Kan Li 001 (NAACL (Long Papers), 2025)

LMFC-DETR: A Lightweight Model for Real-Time Detection of Suspended Foreign Objects on Power Lines. - Tianyu Li; Changsheng Zhu; Yongxin Wang; Jingjie Li; Hang Cao; Peiwen Yuan; Zihao Gao; Suchao Wang (IEEE Trans. Instrum. Meas., 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)

FRNet: A lightweight feature reconfiguration network for infrared detection of substation equipment and instruments. - Tianyu Li; Changsheng Zhu; Yongxin Wang; Menghan Li; Hang Cao; Jingjie Li; Peiwen Yuan; Hongwei Bai (Digit. Signal Process., 2026)