Shaotian Yan

According to our database, Shaotian Yan authored at least 20 papers between 2020 and 2026.

Collaborative distances:

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

2026

LSFusion: Ladder-Side Attribute Composition for Multi-Aspect Controllable Text Generation.

Xiaosong Yuan, Chen Shen, Shaotian Yan, Renchu Guan, Ying Wang, Xuhang Chen, Kim-Fung Tsang

IEEE Trans. Consumer Electron., May, 2026

Backtracking When It Strays: Mitigating Dual Exposure Biases in LLM Reasoning Distillation.

Bing Wang, Shaotian Yan, Chen Shen, Kaiyuan Liu, Sinan Fan, Ximing Li, Rui Miao, Xiaosong Yuan, Zhanming Shen, Jieping Ye

CoRR, May, 2026

Are Rationales Necessary and Sufficient? Tuning LLMs for Explainable Misinformation Detection.

Bing Wang, Rui Miao, Ximing Li, Chen Shen, Shaotian Yan, Changchun Li, Kaiyuan Liu, Xiaosong Yuan, Jieping Ye

CoRR, May, 2026

On the Step Length Confounding in LLM Reasoning Data Selection.

Bing Wang, Rui Miao, Chen Shen, Shaotian Yan, Kaiyuan Liu, Ximing Li, Xiaosong Yuan, Sinan Fan, Jun Zhang, Jieping Ye

CoRR, April, 2026

Through the Lens of Contrast: Self-Improving Visual Reasoning in VLMs.

Zhiyu Pan, Yizheng Wu, Jiashen Hua, Junyi Feng, Shaotian Yan, Bing Deng, Zhiguo Cao, Jieping Ye

CoRR, March, 2026

Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning.

Shaotian Yan, Kaiyuan Liu, Chen Shen, Bing Wang, Sinan Fan, Jun Zhang, Yue Wu, Zheng Wang, Jieping Ye

CoRR, January, 2026

2025

Where Did This Sentence Come From? Tracing Provenance in LLM Reasoning Distillation.

Kaiyuan Liu, Shaotian Yan, Rui Miao, Bing Wang, Chen Shen, Jun Zhang, Jieping Ye

CoRR, December, 2025

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering.

Xiao Long, Liansheng Zhuang, Chen Shen, Shaotian Yan, Yifei Li, Shafei Wang

CoRR, May, 2025

From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks.

Xiaofeng Zhang, Yihao Quan, Chen Shen, Xiaosong Yuan, Shaotian Yan, Liang Xie, Wenxiao Wang, Chaochen Gu, Hao Tang, Jieping Ye

Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

Concise and Organized Perception Facilitates Reasoning in Large Language Models.

Junjie Liu, Shaotian Yan, Chen Shen, Zhengdong Xiao, Liang Xie, Wenxiao Wang, Jieping Ye

Proceedings of the Findings of the Association for Computational Linguistics: NAACL 2025, Albuquerque, New Mexico, USA, April 29, 2025

Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models.

Shaotian Yan, Chen Shen, Wenxiao Wang, Liang Xie, Junjie Liu, Jieping Ye

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in LVLMs.

Xiaofeng Zhang, Yihao Quan, Chen Shen, Chaochen Gu, Xiaosong Yuan, Shaotian Yan, Jiawei Cao, Hao Cheng, Kaijie Wu, Jieping Ye

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning.

Yue Xin, Chen Shen, Shaotian Yan, Xiaosong Yuan, Yaoming Wang, Xiaofeng Zhang, Chenxi Huang, Jieping Ye

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning.

Chenxi Huang, Shaotian Yan, Liang Xie, Binbin Lin, Sinan Fan, Yue Xin, Deng Cai, Chen Shen, Jieping Ye

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

2024

Seeing Clearly by Layer Two: Enhancing Attention Heads to Alleviate Hallucination in LVLMs.

Xiaofeng Zhang, Yihao Quan, Chaochen Gu, Chen Shen, Xiaosong Yuan, Shaotian Yan, Hao Cheng, Kaijie Wu, Jieping Ye

CoRR, 2024

From Redundancy to Relevance: Enhancing Explainability in Multimodal Large Language Models.

Xiaofeng Zhang, Chen Shen, Xiaosong Yuan, Shaotian Yan, Liang Xie, Wenxiao Wang, Chaochen Gu, Hao Tang, Jieping Ye

CoRR, 2024

Instance-adaptive Zero-shot Chain-of-Thought Prompting.

Xiaosong Yuan, Chen Shen, Shaotian Yan, Xiaofeng Zhang, Liang Xie, Wenxiao Wang, Renchu Guan, Ying Wang, Jieping Ye

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

2023

Concise and Organized Perception Facilitates Large Language Models for Deductive Reasoning.

Shaotian Yan, Chen Shen, Junjie Liu, Jieping Ye

CoRR, 2023

2022

MPC: Multi-view Probabilistic Clustering.

Junjie Liu, Junlong Liu, Shaotian Yan, Rongxin Jiang, Xiang Tian, Boxuan Gu, Yaowu Chen, Chen Shen, Jianqiang Huang

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022

2020

PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation.

Shaotian Yan, Chen Shen, Zhongming Jin, Jianqiang Huang, Rongxin Jiang, Yaowu Chen, Xian-Sheng Hua

Proceedings of the MM '20: The 28th ACM International Conference on Multimedia, 2020