Ming Liu

CCFQA: A Benchmark for Cross-Lingual and Cross-Modal Speech and Text Factuality Evaluation AAAI 2026 From Sampling to Cognition: Modeling Internal Cognitive Confidence in Language Models for Robust Uncertainty Calibration AAAI 2026 Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models ACL 2026 LCR-RAG: Enhancing Logical Consistency in Retrieval-Augmented Generation via Neuro-symbolic Reinforcement Learning ACL 2026 PARIF: Pushing the Pareto Frontier of Instruction Following and Reasoning with Curriculum Reinforcement Learning ACL 2026 AnRe: Analogical Replay for Temporal Knowledge Graph Forecasting ACL 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 CFSP: An Efficient Structured Pruning Framework for LLMs with Coarse-to-Fine Activation Information COLING 2025 EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025 From Specific-MLLMs to Omni-MLLMs: A Survey on MLLMs Aligned with Multi-modalities ACL 2025 GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models COLING 2025 How do Language Models Reshape Entity Alignment? A Survey of LM-Driven EA Methods: Advances, Benchmarks, and Future EMNLP 2025 Improved Diffusion-based Generative Model with Better Adversarial Robustness ICLR 2025 Investigating and Enhancing the Robustness of Large Multimodal Models Against Temporal Inconsistency ACL 2025 MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025 Making LLMs Better Many-to-Many Speech-to-Text Translators with Curriculum Learning ACL 2025 Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering ACL 2025 Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering ACL 2025 Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues AAAI 2025 Towards Faithful Multi-step Reasoning through Fine-Grained Causal-aware Attribution Reasoning Distillation COLING 2025 BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering ACL 2024 CogGPT: Unleashing the Power of Cognitive Dynamics on Large Language Models EMNLP 2024 Decompose, Prioritize, and Eliminate: Dynamically Integrating Diverse Representations for Multimodal Named Entity Recognition COLING 2024 Divide-and-Conquer Meets Consensus: Unleashing the Power of Functions in Code Generation NeurIPS 2024 GUIDE: A Guideline-Guided Dataset for Instructional Video Comprehension IJCAI 2024 Infrared-LLaVA: Enhancing Understanding of Infrared Images in Multi-Modal Large Language Models EMNLP 2024 Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future ACL 2024 Planning Like Human: A Dual-process Framework for Dialogue Planning ACL 2024 SmartTrim: Adaptive Tokens and Attention Pruning for Efficient Vision-Language Models COLING 2024 TimeBench: A Comprehensive Evaluation of Temporal Reasoning Abilities in Large Language Models ACL 2024 Towards Benchmarking Situational Awareness of Large Language Models:Comprehensive Benchmark, Evaluation and Analysis EMNLP 2024 GTR: A Grafting-Then-Reassembling Framework for Dynamic Scene Graph Generation IJCAI 2023 MTGER: Multi-view Temporal Graph Enhanced Temporal Reasoning over Time-Involved Document EMNLP 2023 Distilled Dual-Encoder Model for Vision-Language Understanding EMNLP 2022 HIT at SemEval-2022 Task 2: Pre-trained Language Model for Idioms Detection SemEval 2022 Less Is More: Domain Adaptation with Lottery Ticket for Reading Comprehension EMNLP 2021 Molweni: A Challenge Multiparty Dialogues-based Machine Reading Comprehension Dataset with Discourse Structure COLING 2020 Topic-to-Essay Generation with Neural Networks IJCAI 2018