papers

Publications (11)

cs.CL2026

Act-Adaptive Margin: Dynamically Calibrating Reward Models for Subjective Ambiguity

Feiteng Fang, Dingwei Chen, Xiang Huang +10

cs.CL2026

ATGPO: Agentic Turn-Group Policy Optimization with Adaptive Turn-level Clipping

Dingwei Chen, Zefang Zong, Zhipeng Ma +5

cs.CL2026

Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation

Dingwei Chen, Ziqiang Liu, Feiteng Fang +6

cs.AI2026

From Context to Skills: Can Language Models Learn from Context Skillfully?

Shuzheng Si, Haozhe Zhao, Yu Lei +10

cs.AI2026

Finding RELIEF: Shaping Reasoning Behavior without Reasoning Supervision via Belief Engineering

Chak Tou Leong, Dingwei Chen, Heming Xia +4

cs.CL2026

CTR-Sink: Attention Sink for Language Models in Click-Through Rate Prediction

Zixuan Li, Binzong Geng, Jing Xiong +11

cs.AI2026

ATPO: Agentic Turn-based Policy Optimization via Tree Search

Zefang Zong, Dingwei Chen, Yang Li +6

cs.AI2026

SIRIUS-SQL: Anchoring Multi-Candidate Text-to-SQL in Execution Feedback

Leo Luo, Haining Xie, Siqi Shen +8

cs.CL2026

Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement

Dingwei Chen, Zefang Zong, Zhipeng Ma +5

cs.CL2025

Lower Layers Matter: Alleviating Hallucination via Multi-Layer Fusion Contrastive Decoding with Truthfulness Refocused

Dingwei Chen, Feiteng Fang, Shiwen Ni +6

cs.CL2024

Forgetting before Learning: Utilizing Parametric Arithmetic for Knowledge Updating in Large Language Models

Shiwen Ni, Dingwei Chen, Chengming Li +3