Bin Liang

Shadows in the Code: Exploring the Risks and Defenses of LLM-based Multi-Agent Software Development Systems AAAI 2026 EventWeave: A Dynamic Framework for Capturing Core and Supporting Events in Dialogue Systems ACL 2026 MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents AAAI 2026 SymbolicThought: Integrating Language Models and Symbolic Reasoning for Consistent and Interpretable Human Relationship Understanding ACL 2026 Robust Tool Use via Fission-GRPO: Learning to Recover from Execution Errors ACL 2026 MIND Your Reasoning: A Meta-Cognitive Intuitive-Reflective Network for Dual-Reasoning in Multimodal Stance Detection ACL 2026 A Comprehensive Evaluation on Event Reasoning of Large Language Models AAAI 2025 A New Formula for Sticker Retrieval: Reply with Stickers in Multi-Modal and Multi-Session Conversation AAAI 2025 MemeReaCon: Probing Contextual Meme Understanding in Large Vision-Language Models EMNLP 2025 T2: An Adaptive Test-Time Scaling Strategy for Contextual Question Answering EMNLP 2025 ReSURE: Regularizing Supervision Unreliability for Multi-turn Dialogue Fine-tuning EMNLP 2025 Flexibly Utilize Memory for Long-Term Conversation via a Fragment-then-Compose Framework EMNLP 2025 CoCoCo: Improving Text-Guided Video Inpainting for Better Consistency, Controllability and Compatibility AAAI 2025 A Multi-persona Framework for Argument Quality Assessment ACL 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 CoreEval: Automatically Building Contamination-Resilient Datasets with Real-World Knowledge toward Reliable LLM Evaluation ACL 2025 MlingConf: A Comprehensive Study of Multilingual Confidence Estimation on Large Language Models ACL 2025 COPR: Continual Human Preference Learning via Optimal Policy Regularization ACL 2025 Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented Calibration NAACL 2025 Episodic Novelty Through Temporal Distance ICLR 2025 Centrality-guided Pre-training for Graph ICLR 2025 CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery ICLR 2025 PEARL: Towards Permutation-Resilient LLMs ICLR 2025 Correcting Large Language Model Behavior via Influence Function AAAI 2025 Multiple Knowledge-Enhanced Interactive Graph Network for Multimodal Conversational Emotion Recognition EMNLP 2024 In-Context Example Retrieval from Multi-Perspectives for Few-Shot Aspect-Based Sentiment Analysis COLING 2024 JoTR: A Joint Transformer and Reinforcement Learning Framework for Dialogue Policy Learning COLING 2024 Efficient Multi-agent Reinforcement Learning by Planning ICLR 2024 Bounded and Uniform Energy-based Out-of-distribution Detection for Graphs ICML 2024 Adaptive Graph Learning for Multimodal Conversational Emotion Detection AAAI 2024 Learning Diverse Risk Preferences in Population-Based Self-Play AAAI 2024 PITA: Prompting Task Interaction for Argumentation Mining ACL 2024 Discourse Structure-Aware Prefix for Generation-Based End-to-End Argumentation Mining ACL 2024 Decomposing Argumentative Essay Generation via Dialectical Planning of Complex Reasoning ACL 2024 Multi-modal Stance Detection: New Datasets and Model ACL 2024 Adversarial Learning for Multi-Lingual Entity Linking ACL 2024 Auto-ACE: An Automatic Answer Correctness Evaluation Method for Conversational Question Answering ACL 2024 Fine-tuning after Prompting: an Explainable Way for Classification ACL 2024 PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Fusion in Question Answering ACL 2024 NeuralPlane: An Efficiently Parallelizable Platform for Fixed-wing Aircraft Control with Reinforcement Learning NIPS 2024 A Training-Free Debiasing Framework with Counterfactual Reasoning for Conversational Emotion Detection EMNLP 2023 An Empirical Study of Sentiment-Enhanced Pre-Training for Aspect-Based Sentiment Analysis ACL 2023 MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System ACL 2023 Probing Graph Decomposition for Argument Pair Extraction ACL 2023 Context or Knowledge is Not Always Necessary: A Contrastive Learning Framework for Emotion Recognition in Conversations ACL 2023 Evaluation Metrics in the Era of GPT-4: Reliably Evaluating Large Language Models on Sequence to Sequence Tasks EMNLP 2023 Target-to-Source Augmentation for Aspect Sentiment Triplet Extraction EMNLP 2023 Set Learning for Generative Information Extraction EMNLP 2023 Stance Detection on Social Media with Background Knowledge EMNLP 2023 Reducing Spurious Correlations in Aspect-based Sentiment Analysis with Explanation from Large Language Models EMNLP 2023 In-context Learning for Few-shot Multimodal Named Entity Recognition EMNLP 2023 Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs EMNLP 2023 An Empirical Study on Multiple Knowledge from ChatGPT for Emotion Recognition in Conversations EMNLP 2023 CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models UAI 2023 Domain Generalization by Learning and Removing Domain-specific Features NIPS 2022 Probing Structural Knowledge from Pre-trained Language Model for Argumentation Relation Classification EMNLP 2022 CLLE: A Benchmark for Continual Language Learning Evaluation in Multilingual Machine Translation EMNLP 2022 A Generative Model for End-to-End Argument Mining with Reconstructed Positional Encoding and Constrained Pointer Mechanism EMNLP 2022 SEMGraph: Incorporating Sentiment Knowledge and Eye Movement into Graph Model for Sentiment Analysis EMNLP 2022 Boundary-Driven Table-Filling for Aspect Sentiment Triplet Extraction EMNLP 2022 Modeling Intra- and Inter-Modal Relations: Hierarchical Graph Contrastive Learning for Multimodal Sentiment Analysis COLING 2022 Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network ACL 2022 JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection ACL 2022 Offline Reinforcement Learning with Value-based Episodic Memory ICLR 2022 Argument Pair Extraction with Mutual Guidance and Inter-sentence Relation Graph EMNLP 2021 Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge EMNLP 2021 Jointly Learning Aspect-Focused and Inter-Aspect Relations with Graph Convolutional Networks for Aspect Sentiment Analysis COLING 2020 Context-aware Embedding for Targeted Aspect-based Sentiment Analysis ACL 2019 Deep Text Classification Can be Fooled IJCAI 2018