🚩 [ACL 2026] ProFit: Leveraging High-Value Signals in SFT via Probability-Guided Token Selection
Published in ACL, 2026-07
Probability-Guided Token Selection, High-Value Semantic Signals, Gradient Interference, Training Stability & Rapid Convergence
Publications
You can also find my articles on my Google Scholar profile.
- ⭐: Co-first Author - 🚩: Corresponding Author - 💭: Under Review Conference Papers (18)
[ACL 2026] A.S.E: A Repository-Level Benchmark for Evaluating Security in AI-Generated Code
Published in ACL, 2026-07
AI-Generated Code Security, Repository-Level Benchmark, Large Language Models (LLMs), Common Vulnerabilities and Exposures (CVEs)
[ICLR 2026] YuE: Scaling Open Foundation Models for Long-Form Music Generation
Published in ICLR, 2026-04
Long-form music (full-song) generation, Audio Language Model, Music In-Context Learning, Controllability, human preference evaluation
🚩 [AAAI 2026 (Oral)] O-DisCo-Edit: Object Distortion Control for Unified Realistic Video Editing
Published in AAAI, 2026-01
Video Editing, Diffusion Models, Unified Control Signal, Object Distortion Control
🚩 [ACL 2025] Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective
Published in ACL, 2025-07
Multi-Paradigm, Large Language Model (LLM), Progressive Paradigm Training (PPT), Zero-shot Generalization
⭐ [ICLR 2025] ChartMimic: Evaluating LMM’s Cross-Modal Reasoning Capability via Chart-to-Code Generation
Published in ICLR, 2025-04
Large Multimodal Models (LMMs), Chart Understanding, Code Generation, Cross-modal Reasoning
[EMNLP 2024] HoLLMwood: Unleashing the Creativity of Large Language Models in Screenwriting via Role Playing
Published in EMNLP, 2024-11
Screenwriting, Large Language Models (LLMs), Role Playing, Creative Generation, Multi-Agent Collaboration
⭐ [EMNLP 2024] ToolBeHonest: A Multi-level Hallucination Diagnostic Benchmark for Tool-Augmented Large Language Models
Published in EMNLP, 2024-11
ToolBeHonest, Hallucination, LLM, Multi‑level Diagnostic
⭐ [SIGIR-AP 2024 最佳论文提名] Data-Efficient Massive Tool Retrieval: A Reinforcement Learning Approach for Query-Tool Alignment with Language Models
Published in SIGIR-AP, 2024-10
Massive Tool Retrieval (MTR), Query‑Tool Alignment (QTA), Massive Tool Retrieval Benchmark, DPO
[COLM 2024] StructLM: Towards Building Generalist Models for Structured Knowledge Grounding
Published in COLM, 2024-02
Structured Knowledge Grounding (SKG), Instruction tuning, Generalist model, Tables / Graphs / Databases
⭐ [SIGIR-AP 2023] EALM: Introducing Multidimensional Ethical Alignment in Conversational Information Retrieval
Published in SIGIR-AP, 2023-11
Multidimensional Ethics, Ethical Judgment, Large Multimodal Models (LMMs), Binary & Multi‑label Classification
[ACL 2023] UniEX: An Effective and Efficient Framework for Unified Information Extraction via a Span-extractive Perspective
Published in ACL, 2023-07
Information Extraction , Unified Across IE Tasks, Triaffine Attention, Span‑extractive Framework, Low‑resource Transferability
⭐ [ACL 2023] Solving Math Word Problems via Cooperative Reasoning induced Language Models
Published in ACL, 2023-07
System 1 & System 2, Cooperative Reasoning (CoRe),Stepwise Feedback, Math Word Problems
⭐ [CVPR 2023] MAP: Modality-Agnostic Uncertainty-Aware Vision-Language Pre-training Model
Published in CVPR, 2023-06
Multimodality, Uncertainty Modeling, Vision-Language Pre-training, Probability Distribution Encoder (PDE)
⭐ [EMNLP 2022] Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective
Published in EMNLP, 2022-10
Zero‑Shot Learning, Multiple Choice Format, Pre‑trained Masked Language Model (PMLM), Unified Multiple Choice model
[ACM 2022] Breaking Isolation: Multimodal Graph Fusion for Multimedia Recommendation by Edge-wise Modulation
Published in ACM MM, 2022-10
Multimedia Recommendation, Graph Fusion, Edge-wise Modulation, Graph Convolutional Network (GCN)
⭐ [EMNLP 2021] MIRTT: Learning Multimodal Interaction Representations from Trilinear Transformers for Visual Question Answering
Published in EMNLP, 2021-10
Multimodal Interaction, Trilinear Transformer, Visual Question Answering (VQA), Two-Stage Workflow
⭐ [NTCIR 15] SKYMN at the NTCIR-15 DialEval-1 Task
Published in NTCIR, 2020-12
Dialogue Quality, BiLSTM + Attention), CNN (Convolutional Neural Network), Pre‑trained Language Model, MoE
Journal Articles (2)
🚩 [TMLR 2026] A Survey of Reasoning in Autonomous Driving Systems: Open Challenges and Emerging Paradigms
Published in TMLR, 2026-03
Autonomous Driving, Reasoning, LLM/MLLM, Cognitive Hierarchy, Long-tail Scenarios, Social Game, Survey
⭐ [ACM TOIS 2024] SSR: Solving Named Entity Recognition Problems via a Single-stream Reasoner
Published in ACM TOIS, 2024-05
Named Entity Recognition (NER), Machine Reading Comprehension (MRC), Single-Stream Reasoner (SSR), Multi-choice Input Format
Arxiv Papers (9)
💭⭐ SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature
Published in Arxiv, 2026-01
Multimodal Large Language Models, Long-Context Understanding, Evidence Chain, Scientific Literature, Benchmark
💭 Nav-R^2 Dual-Relation Reasoning for Generalizable Open-Vocabulary Object-Goal Navigation
Published in Arxiv, 2025-12
Object-Goal Navigation, Chain-of-Thought, Dual-Relation Reasoning, Similarity-Aware Memory
💭 VeriGUI: Verifiable Long-Chain GUI Dataset
Published in Arxiv, 2025-08
Long-Chain Complexity, GUI Agents, Subtask-Level Verifiability, POMDP
💭 AnyCap Project: A Unified Framework, Dataset, and Benchmark for Controllable Omni-modal Captioning
Published in Arxiv, 2025-07
Controllable Captioning, Omni-modal Intelligence, Plug-and-play Framework, Multimodal Large Language Models
⭐🚩 PIN: A Knowledge-Intensive Dataset for Paired and Interleaved Multimodal Documents
Published in Arxiv, 2024-06
Knowledge‑intensive, Paired and Interleaved Documents, Multimodal Datasets, Data Format
CMMMU: A Chinese Massive Multi-discipline Multimodal Understanding Benchmark
Published in Arxiv, 2024-01
Multimodal Understanding, Subject Knowledge Reasoning , University Exam Questions, LMM Performance Evaluation
GameGPT: Multi-agent Collaborative Framework for Game Development
Published in Arxiv, 2023-10
Game Development, Multi-agent Collaboration, LLM, Redundancy
⭐ Fengshenbang 1.0: Being the Foundation of Chinese Cognitive Intelligence
Published in Arxiv, 2022-09
Chinese Pre-trained Models, Foundation Models, Open-Source Ecosystem, Cognitive Intelligence
⭐ Towards No.1 in CLUE Semantic Matching Challenge: Pre-trained Language Model Erlangshen with Propensity-Corrected Loss
Published in Arxiv, 2022-08
Semantic Matching, Pre-trained Language Model (PLM), Propensity‑Corrected Loss (PCL), LUE Semantic Matching Challenge