Knowledge & Reasoning

Beyond Flatland: A Geometric Take on Matching Methods for Treatment Effect Estimation CLeaR 2025 Beyond Pairwise: Global Zero-shot Temporal Graph Generation EMNLP 2025 Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning EMNLP 2025 Beyond Patterns: Harnessing Causal Logic for Autonomous Driving Trajectory Prediction IJCAI 2025 Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation EMNLP 2025 Beyond Topological Self-Explainable GNNs: A Formal Explainability Perspective ICML 2025 Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations AAAI 2025 BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain ACL 2025 Bivariate Causal Discovery with Proxy Variables: Integral Solving and Beyond ICML 2025 Bounds and Sensitivity Analysis of the Causal Effect Under Outcome-Independent MNAR Confounding CLeaR 2025 Breaking the Noise Barrier: LLM-Guided Semantic Filtering and Enhancement for Multi-Modal Entity Alignment EMNLP 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 Building Data-Driven Occupation Taxonomies: A Bottom-Up Multi-Stage Approach via Semantic Clustering and Multi-Agent Collaboration EMNLP 2025 Building Data Infrastructure for Low-Resource Languages NAACL 2025 BYOKG-RAG: Multi-Strategy Graph Retrieval for Knowledge Graph Question Answering EMNLP 2025 C2MIL: Synchronizing Semantic and Topological Causalities in Multiple Instance Learning for Robust and Interpretable Survival Analysis ICCV 2025 CaDRL: Document-level Relation Extraction via Context-aware Differentiable Rule Learning COLING 2025 Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025 Can LLMs be Good Graph Judge for Knowledge Graph Construction? EMNLP 2025 Can LLMs be Knowledge Graph Curators for Validating Triple Insertions? COLING 2025 Can LLMs Evaluate Complex Attribution in QA? Automatic Benchmarking using Knowledge Graphs ACL 2025 Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs ACL 2025 Can LLMs Reason About Program Semantics? A Comprehensive Evaluation of LLMs on Formal Specification Inference ACL 2025 Can Transformers Reason Logically? A Study in SAT Solving ICML 2025 Castle: Causal Cascade Updates in Relational Databases with Large Language Models EMNLP 2025