Knowledge & Reasoning

Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025 FactReasoner: A Probabilistic Approach to Long-Form Factuality Assessment for Large Language Models EMNLP 2025 FactTrack: Time-Aware World State Tracking in Story Outlines NAACL 2025 Factual Knowledge in Language Models: Robustness and Anomalies under Simple Temporal Context Variations ACL 2025 Fairness on Principal Stratum: A New Perspective on Counterfactual Fairness ICML 2025 FairPFN: A Tabular Foundation Model for Causal Fairness ICML 2025 Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations ACL 2025 Faithful Inference Chains Extraction for Fact Verification over Multi-view Heterogeneous Graph with Causal Intervention COLING 2025 Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms ICML 2025 Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors ACL 2025 FDGen: A Fairness-Aware Graph Generation Model ICML 2025 Featured Argumentation Framework: Semantics and Complexity IJCAI 2025 Federated Causally Invariant Feature Learning AAAI 2025 Federated Causal Structure Learning with Non-identical Variable Sets ICML 2025 Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025 FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network IJCAI 2025 FinanceReasoning: Benchmarking Financial Numerical Reasoning More Credible, Comprehensive and Challenging ACL 2025 Finding your MUSE: Mining Unexpected Solutions Engine EMNLP 2025 Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric Dimensionality Reduction and Embedding CVPR 2025 First-Order Automata AAAI 2025 First-Order Coalition Logic IJCAI 2025 Flow-based Time-aware Causal Structure Learning for Sequential Recommendation IJCAI 2025 ForestCast: Open-Ended Event Forecasting with Semantic News Forest EMNLP 2025 Formal Synthesis of Barrier Certificates Using Fourier Kolmogorov-Arnold Network AAAI 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025