Knowledge & Reasoning

TReMu: Towards Neuro-Symbolic Temporal Reasoning for LLM-Agents with Memory in Multi-Session Dialogues ACL 2025 Trusted Multi-View Classification with Expert Knowledge Constraints ICML 2025 Type-Less yet Type-Aware Inductive Link Prediction with Pretrained Language Models EMNLP 2025 Uncommon Belief in Rationality AAAI 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning AAAI 2025 Unifying Large Language Models and Knowledge Graphs for efficient Regulatory Information Retrieval and Answer Generation COLING 2025 Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025 Unstable Grounds for Beautiful Trees? Testing the Robustness of Concept Translations in the Compilation of Multilingual Wordlists ACL 2025 Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees UAI 2025 Unzipping the Causality of Zipf’s Law and Other Lexical Trade-offs NAACL 2025 Using Machine Learning to Improve Research in the Agriculture Industry AAAI 2025 Using Planning for Automated Testing of Video Games IJCAI 2025 Variety delights (sometimes) - Annotation differences in morphologically annotated corpora ACL 2025 VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025 VerbaNexAI at SemEval-2025 Task 2: Enhancing Entity-Aware Translation with Wikidata-Enriched MarianMT SemEval 2025 Verification Learning: Make Unsupervised Neuro-Symbolic System Feasible ICML 2025 Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025 Verifying the Steps of Deductive Reasoning Chains ACL 2025 VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video Prompting AAAI 2025 VistaWise: Building Cost-Effective Agent with Cross-Modal Knowledge Graph for Minecraft EMNLP 2025 VP-MEL: Visual Prompts Guided Multimodal Entity Linking ACL 2025 Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration AAAI 2025 What Is a Good Question? Assessing Question Quality via Meta-Fact Checking AAAI 2025 What Makes Treatment Effects Identifiable? Characterizations and Estimators Beyond Unconfoundedness (Extended Abstract) COLT 2025