Scholar
Tian Liang
Google Scholar ID: Z6bZcT4AAAAJ
Tencent AI Lab
NLP
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Citations & Impact
All-time
Citations
1,462
H-index
13
i10-index
14
Publications
20
Co-authors
9
list available
Contact
Email
thuliangtian@gmail.com
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Publications
24 items
STAPO: Selective Trajectory-Aware Policy Optimization for LLM Agent Training
2026
Cited
0
CARL: Constraint-Aware Reinforcement Learning for Planning with LLMs
2026
Cited
0
Hierarchical Sparse Attention Done Right: Toward Infinite Context Modeling
2026
Cited
0
Confidence Calibration for Multimodal LLMs: An Empirical Study through Medical VQA
2026
Cited
0
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention
2026
Cited
0
Towards Robotic Dexterous Hand Intelligence: A Survey
2026
Cited
0
From $P(y|x)$ to $P(y)$: Investigating Reinforcement Learning in Pre-train Space
2026
Cited
0
The Pensieve Paradigm: Stateful Language Models Mastering Their Own Context
2026
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Resume (English only)
Academic Achievements
Published multiple papers at top venues including NeurIPS, ICML, EMNLP, ACL, and TACL. Selected works:
DeepMath-103K: A large-scale, verifiable math reasoning dataset; >40K downloads on Hugging Face, 220+ GitHub stars.
Encouraging Divergent Thinking via Multi-Agent Debate (EMNLP 2024): Pioneering multi-agent LLM framework; 520+ citations, 400+ GitHub stars.
Do NOT Think That Much for 2+3=? (ICML 2025): Identified 'overthinking' in long-chain reasoning models; adopted by Kimi-1.5.
Critical Tokens Matter (ICML 2025): Token-level contrastive estimation to enhance reasoning.
Addressing Entity Translation Problem (ACL 2024): Tackled challenges in entity translation.
Exploring Human-Like Translation Strategy with LLMs (TACL 2023): Investigated human-like translation in LLMs.
CriticBench (ACL 2024): Benchmark for critique-correct reasoning in LLMs.
ParroT (EMNLP 2023): Real-time chat translation using LLMs fine-tuned with human feedback.
Competition awards: 2nd and 4th place in AAAI-22 Workshop shared tasks on acronym extraction and disambiguation.
Co-authors
9 total
Zhaopeng Tu
Tech Lead @ Tencent Digital Human
Zhiwei He
Shanghai Jiao Tong University
Wenxiang Jiao (焦文祥)
Senior Researcher, Tencent AI Lab
Xing Wang
Tencent
Yujiu Yang
SIGS, Tsinghua University
Zhuosheng Zhang
Assistant Professor at Shanghai Jiao Tong University
Shuming Shi
Tencent AI Lab
Rui Wang
SJTU (21-); NICT(16-20)