Xunliang Cai

63 papers at tracked venues · 48 at CORE A* · active 2024–2026

DBLP profile ↗ORCID search ↗

Venues

ACL ×35 EMNLP ×13 AAAI ×6 NeurIPS ×4 ICLR ×2 NAACL ×2 ACM MM ×1

Frequent coauthors

Jingang Wang

×28

Ke Zeng

×11

Xuezhi Cao

×8

Rongxiang Weng

×8

Bei Li

×6

Xuemiao Zhang

×6

Jiahao Liu

×6

Sirui Wang

×6

Jingqing Ruan

×5

Lin Qiu

×4

Xin Chen

×4

Haodong Zhao

×4

Papers

AJ-Bench: Benchmarking Agent-as-a-Judge for Environment-Aware Evaluation
ACL 2026 ·
Wentao Shi
,
Yu Wang
,
Yuyang Zhao
,
Yuxin Chen
,
Fuli Feng
,
Xueyuan Hao
,
Xi Su
,
Qi Gu
,
Hui Su
, Xunliang Cai,
Xiangnan He
AMO-Bench: Large Language Models Still Struggle in High School Math Competitions
ACL 2026 ·
Junlin Liu
,
Shengnan An
,
Shuang Zhou
,
Dan Ma
,
Yehao Lin
,
Xinxuan Lv
,
Xuanlin Wang
,
Xiaoyu Li
,
Ziwen Wang
,
Xuezhi Cao
, Xunliang Cai
Attribution-Based Analysis and Optimization of Modular Agentic Workflows
ACL 2026 ·
Yingxuan Yang
,
Bo Huang
,
Siyuan Qi
,
Chao Feng
,
Haoyi Hu
,
Yuxuan Zhu
,
Jinbo Hu
,
Haoran Zhao
,
Ziyi He
,
Xiao Liu
,
Zongyu Wang
,
Muning Wen
,
Lin Qiu
,
Xuezhi Cao
, Xunliang Cai,
Yong Yu
,
Weinan Zhang
BAPO: Boundary-Aware Policy Optimization for Reliable Agentic Search
ACL 2026 ·
Shiyu Liu
,
Yongjing Yin
,
Jianhao Yan
,
Yunbo Tang
,
Qinggang Zhang
,
Bei Li
,
Xin Chen
,
Jingang Wang
, Xunliang Cai,
Jinsong Su
CoreCodeBench: Decoupling Code Intelligence via Fine-Grained Repository-Level Tasks
ACL 2026 ·
Lingyue Fu
,
Hao Guan
,
Bolun Zhang
,
Haowei Yuan
,
Yaoming Zhu
,
Lin Qiu
,
Zongyu Wang
,
Xuezhi Cao
, Xunliang Cai,
Weiwen Liu
,
Weinan Zhang
,
Yong Yu
Counteracting the Matthew Effect in Self-Improvement of LVLMs through Head-Tail Re-balancing
ACL 2026 ·
Xin Guo
,
Zhiheng Xi
,
Yiwen Ding
,
Yitao Zhai
,
Xiaowei Shi
, Xunliang Cai,
Tao Gui
,
Qi Zhang
,
Xuanjing Huang
DIFFA-2: A Practical Diffusion Large Language Model for General Audio Understanding
ACL 2026 ·
Jiaming Zhou
,
Xuxin Cheng
,
Shiwan Zhao
,
Yuhang Jia
,
Cao Liu
,
Ke Zeng
, Xunliang Cai,
Yong Qin
Harmonizing Dense and Sparse Signals in Multi-turn RL: Dual-Horizon Credit Assignment for Industrial Sales Agents
ACL 2026 ·
Haojin Yang
,
Ai Jian
,
Yiwei Wang
,
Xinyue Huang
,
Weipeng Zhang
,
Ke Zeng
, Xunliang Cai,
Jingqing Ruan
How to Allocate, How to Learn? Dynamic Rollout Allocation and Advantage Modulation for Policy Optimization
ACL 2026 ·
Yangyi Fang
,
Jiaye Lin
,
Xiaoliang Fu
,
Cong Qin
,
Haolin Shi
,
Chaowen Hu
,
Lu Pan
,
Ke Zeng
, Xunliang Cai
LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance
ACL 2026 ·
Yuchun Fan
,
Bei Li
,
Peiguang Li
,
Yilin Wang
,
Yongyu Mu
,
Jian Yang
,
Xin Chen
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai,
JingBo Zhu
,
Tong Xiao
Large-Scale Diverse Synthesis for Mid-Training
ACL 2026 ·
Xuemiao Zhang
,
Chengying Tu
,
Can Ren
,
Rongxiang Weng
,
Hongfei Yan
,
Jingang Wang
, Xunliang Cai
LinkQA: Synthesizing Diverse QA from Multiple Seeds Strongly Linked by Knowledge Points
ACL 2026 ·
Xuemiao Zhang
,
Can Ren
,
Chengying Tu
,
Rongxiang Weng
,
Hongfei Yan
,
Jingang Wang
, Xunliang Cai
MASPO: Unifying Gradient Utilization, Probability Mass, and Signal Reliability for Robust and Sample-Efficient LLM Reasoning
ACL 2026 ·
Xiaoliang Fu
,
Jiaye Lin
,
Yangyi Fang
,
Binbin Zheng
,
Chaowen Hu
,
Zekai Shao
,
Cong Qin
,
Lu Pan
,
Ke Zeng
, Xunliang Cai
MTR-Suite: A Framework for Evaluating and Synthesizing Conversational Retrieval Benchmarks
ACL 2026 ·
Junhao Ruan
,
Abudukeyumu Abudula
,
Bei Li
,
Yongjing Yin
,
Xinyu Liu
,
Kechen Jiao
,
Xin Chen
,
Jingang Wang
, Xunliang Cai,
Tong Xiao
,
Jingbo Zhu
Optimizing Native Sparse Attention with Latent Attention and Local Global Alternating Strategies
ACL 2026 ·
Yuxuan Hu
,
Jianchao Tan
,
Jiaqi Zhang
,
Wen Zan
,
Pingwei Sun
,
Yifan Lu
, Xunliang Cai,
Jing Zhang
PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling
ACL 2026 ·
Ai Jian
,
Jingqing Ruan
,
Xing Ma
,
Dailin Li
,
Weipeng Zhang
,
Ke Zeng
, Xunliang Cai
Rethinking the Sampling Criteria in Reinforcement Learning for LLM Reasoning: A Competence-Difficulty Alignment Perspective
AAAI 2026 ·
Deyang Kong
,
Qi Guo
,
Xiangyu Xi
,
Wei Wang
,
Jingang Wang
, Xunliang Cai,
Shikun Zhang
,
Wei Ye
Scaling and Transferability of Annealing Strategies in Large Language Model Training
AAAI 2026 ·
Siqi Wang
,
Zhengyu Chen
,
Teng Xiao
,
Zheqi Lv
,
Jinluan Yang
, Xunliang Cai,
Jingang Wang
,
Xiaomeng Li
Turning Failures into Value: Negative Experience Replay for RLVR via Confidence Gating and Boundary Failure Sampling
ACL 2026 ·
Jialiang Guo
,
Fucheng Xiong
,
Xu He
,
Haodong Zhao
,
Xingyang Li
,
Ke Zeng
, Xunliang Cai
Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text
ACL 2026 ·
Zhihao Xu
,
Rumei Li
,
Jiahuan Li
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai,
Xiting Wang
VANE: Guiding High-Value Exploration in RLVR via Outcome-Process Novelty Shaping
ACL 2026 ·
Xu He
,
Jialiang Guo
,
Fucheng Xiong
,
Haodong Zhao
,
Xingyang Li
,
Ke Zeng
, Xunliang Cai
WISCA: A Lightweight Model Transition Method to Improve LLM Training via Weight Scaling
ACL 2026 ·
Jiacheng Li
,
Jianchao Tan
,
Zhidong Yang
,
Pingwei Sun
,
Feiye Huo
,
Jiayu Qin
,
Xiangyu Zhang
,
Maoxin He
,
Guangming Tan
,
Weile Jia
, Xunliang Cai,
Tong Zhao
A Reasoner for Real-World Event Detection: Scaling Reinforcement Learning via Adaptive Perplexity-Aware Sampling Strategy
EMNLP 2025 ·
Xiaoyun Zhang
,
Jingqing Ruan
,
Xing Ma
,
Yawen Zhu
,
Jiansong Chen
,
Ke Zeng
, Xunliang Cai
AMoPO: Adaptive Multi-objective Preference Optimization without Reward Models and Reference Models
ACL 2025 ·
Qi Liu
,
Jingqing Ruan
,
Hao Li
,
Haodong Zhao
,
Desheng Wang
,
Jiansong Chen
,
Guanglu Wan
, Xunliang Cai,
Zhi Zheng
,
Tong Xu
AgentRefine: Enhancing Agent Generalization through Refinement Tuning
ICLR 2025 ·
Dayuan Fu
,
Keqing He
,
Yejie Wang
,
Wentao Hong
,
Zhuoma Gongque
,
Weihao Zeng
,
Wei Wang
,
Jingang Wang
, Xunliang Cai,
Weiran Xu
Don't Half-listen: Capturing Key-part Information in Continual Instruction Tuning
ACL 2025 ·
Yongquan He
,
Wenyuan Zhang
,
Xuancheng Huang
,
Peng Zhang
,
Lingxun Meng
,
Xiang Zhou
,
Ke Zeng
, Xunliang Cai
Dynamic Fisher-weighted Model Merging via Bayesian Optimization
NAACL 2025 ·
Sanwoo Lee
,
Jiahao Liu
,
Qifan Wang
,
Jingang Wang
, Xunliang Cai,
Yunfang Wu
Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective
ICLR 2025 ·
Ruichen Shao
,
Bei Li
,
Gangao Liu
,
Yang Chen
,
ZhouXiang
,
Jingang Wang
, Xunliang Cai,
Peng Li
Enhancing LLMs via High-Knowledge Data Selection
AAAI 2025 ·
Feiyu Duan
,
Xuemiao Zhang
,
Sirui Wang
,
Haoran Que
,
Yuqi Liu
,
Wenge Rong
, Xunliang Cai
FIRE: Flexible Integration of Data Quality Ratings for Effective Pretraining
EMNLP 2025 ·
Liangyu Xu
,
Xuemiao Zhang
,
Feiyu Duan
,
Sirui Wang
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai
FRAME: Boosting LLMs with A Four-Quadrant Multi-Stage Pretraining Strategy
ACL 2025 ·
Xuemiao Zhang
,
Feiyu Duan
,
Liangyu Xu
,
Yongwei Zhou
,
Sirui Wang
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai
Instance-level Randomization: Toward More Stable LLM Evaluations
EMNLP 2025 ·
Yiyang Li
,
Yonghuang Wu
,
Ying Luo
,
Liangtai Sun
,
Zishu Qin
,
Lin Qiu
,
Xuezhi Cao
, Xunliang Cai
Let Them Talk: Audio-Driven Multi-Person Conversational Video Generation
NeurIPS 2025 ·
Zhe Kong
,
Feng Gao
,
Yong Zhang
,
Zhuoliang Kang
,
Xiaoming Wei
, Xunliang Cai,
Guanying Chen
,
Wenhan Luo
Leveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration
ACL 2025 ·
Shao Zhang
,
Xihuai Wang
,
Wenhao Zhang
,
Chaoran Li
,
Junru Song
,
Tingyu Li
,
Lin Qiu
,
Xuezhi Cao
, Xunliang Cai,
Wen Yao
,
Weinan Zhang
,
Xinbing Wang
,
Ying Wen
Leveraging Unpaired Feedback for Long-Term LLM-based Recommendation Tuning
EMNLP 2025 ·
Jizhi Zhang
,
Chongming Gao
,
Wentao Shi
,
Xi-Lin Chen
,
Jingang Wang
, Xunliang Cai,
Fuli Feng
LogicPro: Improving Complex Logical Reasoning via Program-Guided Learning
ACL 2025 ·
Jin Jiang
,
Yuchen Yan
,
Yang Liu
,
Jianing Wang
,
Shuai Peng
, Xunliang Cai,
Yixin Cao
,
Mengdi Zhang
,
Liangcai Gao
MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models
EMNLP 2025 ·
Siyu Yan
,
Long Zeng
,
Xuecheng Wu
,
Chengcheng Han
,
Kongcheng Zhang
,
Chong Peng
,
Xuezhi Cao
, Xunliang Cai,
Chenjuan Guo
Mitigating Tail Narrowing in LLM Self-Improvement via Socratic-Guided Sampling
NAACL 2025 ·
Yiwen Ding
,
Zhiheng Xi
,
Wei He
,
Lizhuoyuan Lizhuoyuan
,
Yitao Zhai
,
Shi Xiaowei
, Xunliang Cai,
Tao Gui
,
Qi Zhang
,
Xuanjing Huang
Multi-Programming Language Sandbox for LLMs
ACL 2025 ·
Shihan Dou
,
Jiazheng Zhang
,
Jianxiang Zang
,
Yunbo Tao
,
Weikang Zhou
,
Haoxiang Jia
,
Shichun Liu
,
Yuming Yang
,
Shenxi Wu
,
Zhiheng Xi
,
Muling Wu
,
Rui Zheng
,
Changze Lv
,
Limao Xiong
,
Shaoqing Zhang
,
Lin Zhang
,
Wenyu Zhan
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai,
Yueming Wu
,
Ming Wen
,
Yixin Cao
,
Tao Gui
,
Xipeng Qiu
,
Qi Zhang
,
Xuanjing Huang
NeedleInATable: Exploring Long-Context Capability of Large Language Models towards Long-Structured Tables
NeurIPS 2025 ·
Lanrui Wang
,
Mingyu Zheng
,
Hongyin Tang
,
Zheng Lin
,
Yanan Cao
,
Jingang Wang
, Xunliang Cai,
Weiping Wang
Preference Curriculum: LLMs Should Always Be Pretrained on Their Preferred Data
ACL 2025 ·
Xuemiao Zhang
,
Liangyu Xu
,
Feiyu Duan
,
Yongwei Zhou
,
Sirui Wang
,
Rongxiang Weng
,
Jingang Wang
, Xunliang Cai
PrefixKV: Adaptive Prefix KV Cache is What Vision Instruction-Following Models Need for Efficient Generation
NeurIPS 2025 ·
Ao Wang
,
Hui Chen
,
Jianchao Tan
,
Kefeng Zhang
, Xunliang Cai,
Zijia Lin
,
Jungong Han
,
Guiguang Ding
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning
EMNLP 2025 ·
Jianing Wang
,
Jin Jiang
,
Yang Liu
,
Mengdi Zhang
, Xunliang Cai
ReMamba: Equip Mamba with Effective Long-Sequence Modeling
EMNLP 2025 ·
Danlong Yuan
,
Jiahao Liu
,
Bei Li
,
Huishuai Zhang
,
Jingang Wang
, Xunliang Cai,
Dongyan Zhao
Revisit Self-Debugging with Self-Generated Tests for Code Generation
ACL 2025 ·
Xiancai Chen
,
Zhengwei Tao
,
Kechi Zhang
,
Changzhi Zhou
,
Xinyu Zhang
,
Wanli Gu
,
Yuanpeng He
,
Mengdi Zhang
, Xunliang Cai,
Haiyan Zhao
,
Zhi Jin
Revisiting Scaling Laws for Language Models: The Role of Data Quality and Training Strategies
ACL 2025 ·
Zhengyu Chen
,
Siqi Wang
,
Teng Xiao
,
Yudong Wang
,
Shiqi Chen
, Xunliang Cai,
Junxian He
,
Jingang Wang
S3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners
AAAI 2025 ·
Yuchen Yan
,
Jin Jiang
,
Yang Liu
,
Yixin Cao
,
Xin Xu
,
Mengdi Zhang
, Xunliang Cai,
Jian Shao
SEAS: Self-Evolving Adversarial Safety Optimization for Large Language Models
AAAI 2025 ·
Muxi Diao
,
Rumei Li
,
Shiyang Liu
,
Guogang Liao
,
Jingang Wang
, Xunliang Cai,
Weiran Xu
SampleMix: A Sample-wise Pre-training Data Mixing Strategy by Coordinating Data Quality and Diversity
EMNLP 2025 ·
Xiangyu Xi
,
Deyang Kong
,
Jian Yang
,
Jiawei Yang
,
Zhengyu Chen
,
Wei Wang
,
Jingang Wang
, Xunliang Cai,
Shikun Zhang
,
Wei Ye
The Role of Visual Modality in Multimodal Mathematical Reasoning: Challenges and Insights
ACL 2025 ·
Yufang Liu
,
Yao Du
,
Tao Ji
,
Jianing Wang
,
Yang Liu
,
Yuanbin Wu
,
Aimin Zhou
,
Mengdi Zhang
, Xunliang Cai
Too Consistent to Detect: A Study of Self-Consistent Errors in LLMs
EMNLP 2025 ·
Hexiang Tan
,
Fei Sun
,
Sha Liu
,
Du Su
,
Qi Cao
,
Xin Chen
,
Jingang Wang
, Xunliang Cai,
Yuanzhuo Wang
,
Huawei Shen
,
Xueqi Cheng
When to Continue Thinking: Adaptive Thinking Mode Switching for Efficient Reasoning
EMNLP 2025 ·
Xiaoyun Zhang
,
Jingqing Ruan
,
Xing Ma
,
Yawen Zhu
,
Haodong Zhao
,
Hao Li
,
Jiansong Chen
,
Ke Zeng
, Xunliang Cai
Why Not Act on What You Know? Unleashing Safety Potential of LLMs via Self-Aware Guard Enhancement
ACL 2025 ·
Peng Ding
,
Jun Kuang
,
Zongyu Wang
,
Xuezhi Cao
, Xunliang Cai,
Jiajun Chen
,
Shujian Huang
DolphCoder: Echo-Locating Code Large Language Models with Diverse and Multi-Objective Instruction Tuning
ACL 2024 ·
Yejie Wang
,
Keqing He
,
Guanting Dong
,
Pei Wang
,
Weihao Zeng
,
Muxi Diao
,
Weiran Xu
,
Jingang Wang
,
Mengdi Zhang
, Xunliang Cai
Graph-Structured Speculative Decoding
ACL 2024 ·
Zhuocheng Gong
,
Jiahao Liu
,
Ziyue Wang
,
Pengfei Wu
,
Jingang Wang
, Xunliang Cai,
Dongyan Zhao
,
Rui Yan
Hallu-PI: Evaluating Hallucination in Multi-modal Large Language Models within Perturbed Inputs
ACM MM 2024 ·
Peng Ding
,
Jingyu Wu
,
Jun Kuang
,
Dan Ma
,
Xuezhi Cao
, Xunliang Cai,
Shi Chen
,
Jiajun Chen
,
Shujian Huang
How Do Your Code LLMs perform? Empowering Code Instruction Tuning with Really Good Data
EMNLP 2024 ·
Yejie Wang
,
Keqing He
,
Dayuan Fu
,
Zhuoma Gongque
,
Heyang Xu
,
Yanxu Chen
,
Zhexu Wang
,
Yujia Fu
,
Guanting Dong
,
Muxi Diao
,
Jingang Wang
,
Mengdi Zhang
, Xunliang Cai,
Weiran Xu
Learning or Self-aligning? Rethinking Instruction Fine-tuning
ACL 2024 ·
Mengjie Ren
,
Boxi Cao
,
Hongyu Lin
,
Cao Liu
,
Xianpei Han
,
Ke Zeng
,
Guanglu Wan
, Xunliang Cai,
Le Sun
Not All Contexts Are Equal: Teaching LLMs Credibility-aware Generation
EMNLP 2024 ·
Ruotong Pan
,
Boxi Cao
,
Hongyu Lin
,
Xianpei Han
,
Jia Zheng
,
Sirui Wang
, Xunliang Cai,
Le Sun
Predictor-Corrector Enhanced Transformers with Exponential Moving Average Coefficient Learning
NeurIPS 2024 ·
Bei Li
,
Tong Zheng
,
Rui Wang
,
Jiahao Liu
,
Qingyan Guo
,
Junliang Guo
,
Xu Tan
,
Tong Xiao
,
Jingbo Zhu
,
Jingang Wang
, Xunliang Cai
Rethinking the Reversal Curse of LLMs: a Prescription from Human Knowledge Reversal
EMNLP 2024 ·
Zhicong Lu
,
Li Jin
,
Peiguang Li
,
Yu Tian
,
Linhao Zhang
,
Sirui Wang
,
Guangluan Xu
,
Changyuan Tian
, Xunliang Cai
Speculative Decoding via Early-exiting for Faster LLM Inference with Thompson Sampling Control Mechanism
ACL 2024 ·
Jiahao Liu
,
Qifan Wang
,
Jingang Wang
, Xunliang Cai
What Makes Quantization for Large Language Model Hard? An Empirical Study from the Lens of Perturbation
AAAI 2024 ·
Zhuocheng Gong
,
Jiahao Liu
,
Jingang Wang
, Xunliang Cai,
Dongyan Zhao
,
Rui Yan