Chengsong Huang

According to our database, Chengsong Huang authored at least 38 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories.

Zhepei Wei, Xinyu Zhu, Wei-Lin Chen, Chengsong Huang, Jiaxin Huang, Yu Meng

CoRR, May, 2026

Process Rewards with Learned Reliability.

Jinyuan Li, Langlin Huang, Chengsong Huang, Shaoyang Xu, Donghong Cai, Yuyi Yang, Wenxuan Zhang, Jiaxin Huang

CoRR, May, 2026

G-Zero: Self-Play for Open-Ended Generation from Zero Data.

Chengsong Huang, Haolin Liu, Tong Zheng, Runpeng Dai, Langlin Huang, Jinyuan Li, Zongxia Li, Zhepei Wei, Yu Meng, Jiaxin Huang

CoRR, May, 2026

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling.

Tong Zheng, Haolin Liu, Chengsong Huang, Huiwen Bao, Sheng Zhang, Rui Liu, Runpeng Dai, Ruibo Chen, Chenxi Liu, Tianyi Xiong, Xidong Wu, Hongming Zhang, Heng Huang

CoRR, May, 2026

Nonsense Helps: Prompt Space Perturbation Broadens Reasoning Exploration.

Langlin Huang, Chengsong Huang, Jinyuan Li, Donghong Cai, Yuyi Yang, Jiaxin Huang

CoRR, May, 2026

MM-Zero: Self-Evolving Multi-Model Vision Language Models From Zero Data.

Zongxia Li, Hongyang Du, Chengsong Huang, Xiyang Wu, Lantao Yu, Yicheng He, Jing Xie, Xiaomin Wu, Zhichao Liu, Jiarui Zhang, Fuxiao Liu

CoRR, March, 2026

Training Data Efficiency in Multimodal Process Reward Models.

Jinyuan Li, Chengsong Huang, Langlin Huang, Shaoyang Xu, Haolin Liu, Wenxuan Zhang, Jiaxin Huang

CoRR, February, 2026

Parallel-Probe: Towards Efficient Parallel Thinking via 2D Probing.

Tong Zheng, Chengsong Huang, Runpeng Dai, Yun He, Rui Liu, Xin Ni, Huiwen Bao, Kaishen Wang, Hongtu Zhu, Jiaxin Huang, Furong Huang, Heng Huang

CoRR, February, 2026

Rethinking the Reranker: Boundary-Aware Evidence Selection for Robust Retrieval-Augmented Generation.

Jiashuo Sun, Pengcheng Jiang, Saizhuo Wang, Jiajun Fan, Heng Wang, Siru Ouyang, Ming Zhong, Yizhu Jiao, Chengsong Huang, Xueqiang Xu, Pengrui Han, Peiran Li, Jiaxin Huang, Ge Liu, Heng Ji, Jiawei Han

CoRR, February, 2026

TTCS: Test-Time Curriculum Synthesis for Self-Evolving.

Chengyi Yang, Zhishang Xiang, Yunbo Tang, Zongpei Teng, Chengsong Huang, Fei Long, Yuhan Liu, Jinsong Su

CoRR, January, 2026

MoCo: A One-Stop Shop for Model Collaboration Research.

Shangbin Feng, Yuyang Bai, Ziyuan Yang, Yike Wang, Zhaoxuan Tan, Jiajie Yan, Zhen Lei, Wenxuan Ding, Weijia Shi, Haojin Wang, Zhenting Qi, Yuru Jiang, Heng Wang, Chengsong Huang, Yu Fei, Jihan Yao, Yilun Du, Luke Zettlemoyer, Yejin Choi, Yulia Tsvetkov

CoRR, January, 2026

RelayLLM: Efficient Reasoning via Collaborative Decoding.

Chengsong Huang, Tong Zheng, Langlin Huang, Jinyuan Li, Haolin Liu, Jiaxin Huang

CoRR, January, 2026

Benchmark^2: Systematic Evaluation of LLM Benchmarks.

Qi Qian, Chengsong Huang, Jingwen Xu, Changze Lv, Muling Wu, Wenhao Liu, Xiaogang Wang, Zhenghua Wang, Zisu Huang, Muzhao Tian, Jianhan Xu, Kun Hu, He-Da Wang, Yao Hu, Xuanjing Huang, Xiaoqing Zheng

CoRR, January, 2026

Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning.

Chengsong Huang, Langlin Huang, Jiaxin Huang

Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics, 2026

2025

UniRel-R1: RL-tuned LLM Reasoning for Knowledge Graph Relational Question Answering.

Yinxu Tang, Chengsong Huang, Jiaxin Huang, William Yeoh

CoRR, December, 2025

Guided Self-Evolving LLMs with Minimal Human Supervision.

Wenhao Yu, Zhenwen Liang, Chengsong Huang, Kishan Panaganti, Tianqing Fang, Haitao Mi, Dong Yu

CoRR, December, 2025

VisPlay: Self-Evolving Vision-Language Models from Images.

Yicheng He, Chengsong Huang, Zongxia Li, Jiaxin Huang, Yonghui Yang

CoRR, November, 2025

Parallel-R1: Towards Parallel Thinking via Reinforcement Learning.

Tong Zheng, Hongming Zhang, Wenhao Yu, Xiaoyang Wang, Runpeng Dai, Rui Liu, Huiwen Bao, Chengsong Huang, Heng Huang, Dong Yu

CoRR, September, 2025

Self-Rewarding Vision-Language Model via Reasoning Decomposition.

Zongxia Li, Wenhao Yu, Chengsong Huang, Rui Liu, Zhenwen Liang, Fuxiao Liu, Jingxi Che, Dian Yu, Jordan L. Boyd-Graber, Haitao Mi, Dong Yu

CoRR, August, 2025

R-Zero: Self-Evolving Reasoning LLM from Zero Data.

Chengsong Huang, Wenhao Yu, Xiaoyang Wang, Hongming Zhang, Zongxia Li, Ruosen Li, Jiaxin Huang, Haitao Mi, Dong Yu

CoRR, August, 2025

POSS: Position Specialist Generates Better Draft for Speculative Decoding.

Langlin Huang, Chengsong Huang, Jixuan Leng, Di Huang, Jiaxin Huang

CoRR, June, 2025

CrossWordBench: Evaluating the Reasoning Capabilities of LLMs and LVLMs with Controllable Puzzle Generation.

Jixuan Leng, Chengsong Huang, Langlin Huang, Bill Yuchen Lin, William W. Cohen, Haohan Wang, Jiaxin Huang

CoRR, April, 2025

Efficient Test-Time Scaling via Self-Calibration.

Chengsong Huang, Langlin Huang, Jixuan Leng, Jiacheng Liu, Jiaxin Huang

CoRR, March, 2025

Taming Overconfidence in LLMs: Reward Calibration in RLHF.

Jixuan Leng, Chengsong Huang, Banghua Zhu, Jiaxin Huang

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

GOFA: A Generative One-For-All Model for Joint Graph Language Modeling.

Lecheng Kong, Jiarui Feng, Hao Liu, Chengsong Huang, Jiaxin Huang, Yixin Chen, Muhan Zhang

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

2024

GOFA: A Generative One-For-All Model for Joint Graph Language Modeling.

Lecheng Kong, Jiarui Feng, Hao Liu, Chengsong Huang, Jiaxin Huang, Yixin Chen, Muhan Zhang

CoRR, 2024

Optimizing Language Model's Reasoning Abilities with Weak Supervision.

Yongqi Tong, Sizhe Wang, Dawei Li, Yifan Wang, Simeng Han, Zi Lin, Chengsong Huang, Jiaxin Huang, Jingbo Shang

CoRR, 2024

2023

LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition.

Chengsong Huang, Qian Liu, Bill Yuchen Lin, Tianyu Pang, Chao Du, Min Lin

CoRR, 2023

Watermarking PLMs on Classification Tasks by Combining Contrastive Learning with Weight Perturbation.

Chenxi Gu, Xiaoqing Zheng, Jianhan Xu, Muling Wu, Cenyuan Zhang, Chengsong Huang, Hua Cai, Xuanjing Huang

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2023, 2023

TableVLM: Multi-modal Pre-training for Table Structure Recognition.

Leiyuan Chen, Chengsong Huang, Xiaoqing Zheng, Jinshu Lin, Xuanjing Huang

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2023

On Grounded Planning for Embodied Tasks with Language Models.

Bill Yuchen Lin, Chengsong Huang, Qian Liu, Wenda Gu, Sam Sommerer, Xiang Ren

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Watermarking Pre-trained Language Models with Backdooring.

Chenxi Gu, Chengsong Huang, Xiaoqing Zheng, Kai-Wei Chang, Cho-Jui Hsieh

CoRR, 2022

2021

WebKE: Knowledge Extraction from Semi-structured Web with Pre-trained Markup Language Model.

Chenhao Xie, Wenhao Huang, Jiaqing Liang, Chengsong Huang, Yanghua Xiao

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

Revisiting the Negative Data of Distantly Supervised Relation Extraction.

Chenhao Xie, Jiaqing Liang, Jingping Liu, Chengsong Huang, Wenhao Huang, Yanghua Xiao

Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021

2020

Understanding adaptive information seeking in the context of microblogging from the cognitive switching perspective.

Xianjin Zha, Kunfeng Liu, Yalan Yan, Chengsong Huang

J. Libr. Inf. Sci., 2020

Understanding extended information seeking: The perspectives of psychological empowerment and digital libraries attachment.

Xianjin Zha, Chengsong Huang, Yalan Yan, Guanxiang Yan, Xue Wang, Kun Zhang

Aslib J. Inf. Manag., 2020

2019

Exploring adaptive information sharing from the perspective of cognitive switching.

Xianjin Zha, Haijuan Yang, Yalan Yan, Guanxiang Yan, Chengsong Huang, Kunfeng Liu

Aslib J. Inf. Manag., 2019

2018

Exploring the effect of social media information quality, source credibility and reputation on informational fit-to-task: Moderating role of focused immersion.

Xianjin Zha, Haijuan Yang, Yalan Yan, Kunfeng Liu, Chengsong Huang

Comput. Hum. Behav., 2018