Yongliang Shen

Phun-Bench: Evaluating LLMs on Phonological Understanding in Chinese ACL 2026 CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution ACL 2026 GUI-G²: Gaussian Reward Modeling for GUI Grounding AAAI 2026 Test-Time Reinforcement Learning for GUI Grounding via Region Consistency AAAI 2026 Seeing but Not Thinking: Routing Distraction in Multimodal Mixture-of-Experts ACL 2026 Reality vs Counterfactual: Multi-World Contrastive Reinforcement Learning for Enhancing MLLM’s Theory of Mind in Egocentric Videos AAAI 2026 AutoTaskEval: Towards Domain-Specific and Fine-Grained Evaluation for LLMs ACL 2026 Leveraging Outline-Optimized Generative Interactions and Critique for Self-Refining Outlines with Reinforcement Learning ACL 2026 Embodied-Reasoner: Synergizing Visual Search, Reasoning, and Action for Embodied Interactive Tasks ACL 2026 How Controllable Are Large Language Models? A Unified Evaluation across Behavioral Granularities ACL 2026 Experience-driven Multi-turn Reinforcement Learning for GUI Agents ACL 2026 UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization ACL 2026 Logic: Long-form Outline Generation via Imitative and Critical Self-refinement EMNLP 2025 2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining ICCV 2025 EASYTOOL: Enhancing LLM-based Agents with Concise Tool Instruction NAACL 2025 STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025 Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities ACL 2025 AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification EMNLP 2025 DB-Explore: Automated Database Exploration and Instruction Synthesis for Text-to-SQL EMNLP 2025 Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization ACL 2024 Learning Global Controller in Latent Space for Parameter-Efficient Fine-Tuning ACL 2024 Insert or Attach: Taxonomy Completion via Box Embedding ACL 2024 TaskBench: Benchmarking Large Language Models for Task Automation NIPS 2024 Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives ACL 2024 Advancing Process Verification for Large Language Models via Tree-Based Preference Learning EMNLP 2024 Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model EMNLP 2024 Progressive Tuning: Towards Generic Sentiment Abilities for Large Language Models ACL 2024 TimeToM: Temporal Space is the Key to Unlocking the Door of Large Language Models’ Theory-of-Mind ACL 2024 PromptNER: Prompt Locating and Typing for Named Entity Recognition ACL 2023 DiffusionNER: Boundary Diffusion for Named Entity Recognition ACL 2023 HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face NIPS 2023 A Set Prediction Network For Extractive Summarization ACL 2023 An Expression Tree Decoding Strategy for Mathematical Equation Generation EMNLP 2023 MProto: Multi-Prototype Network with Denoised Optimal Transport for Distantly Supervised Named Entity Recognition EMNLP 2023 Enhancing Emotion Recognition in Conversation via Multi-view Feature Alignment and Memorization EMNLP 2023 Query-based Instance Discrimination Network for Relational Triple Extraction EMNLP 2022 Parallel Instance Query Network for Named Entity Recognition ACL 2022 Towards Data-Efficient Detection Transformers ECCV 2022 DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition NAACL 2022 A Closed-Loop Perception, Decision-Making and Reasoning Mechanism for Human-Like Navigation IJCAI 2022 DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition SEMEVAL 2022 Propose-and-Refine: A Two-Stage Set Prediction Network for Nested Named Entity Recognition IJCAI 2022 Prompting to Distill: Boosting Data-Free Knowledge Distillation via Reinforced Prompt IJCAI 2022 Minimally-Supervised Relation Induction from Pre-trained Language Model NAACL 2022 De-Bias for Generative Extraction in Unified NER Task ACL 2022 Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem EMNLP 2022 Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition IJCNLP 2021 Heterogeneous Graph Neural Networks for Concept Prerequisite Relation Learning in Educational Data NAACL 2021 A Sequence-to-Set Network for Nested Named Entity Recognition IJCAI 2021 Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition ACL 2021 SynET: Synonym Expansion using Transitivity EMNLP 2020 Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional Network IJCAI 2020 Adversarial Self-Supervised Data-Free Distillation for Text Classification EMNLP 2020