causal relation

UERLens: Understanding Event Relations in Large Language Models ACL 2026 Efficient Document-level Event Relation Extraction NAACL 2025 Evaluating Instructively Generated Statement by Large Language Models for Directional Event Causality Identification ACL 2025 EventFull: Complete and Consistent Event Relation Annotation NAACL 2025 EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models EMNLP 2025 Fairness on Principal Stratum: A New Perspective on Counterfactual Fairness ICML 2025 IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data ACL 2025 Local Identifying Causal Relations in the Presence of Latent Variables ICML 2025 On the Reliability of Large Language Models for Causal Discovery ACL 2025 On the Transferability of Causal Knowledge for Language Models NAACL 2025 Polynomial-Delay MAG Listing with Novel Locally Complete Orientation Rules ICML 2025 SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025 “Any Other Thoughts, Hedgehog?” Linking Deliberation Chains in Collaborative Dialogues EMNLP 2024 Causal-learn: Causal Discovery in Python JMLR 2024 CHECKWHY: Causal Fact Verification via Argument Structure ACL 2024 Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations EACL 2024 Finding the Causality of an Event in News Articles COLING 2024 LLMs Are Prone to Fallacies in Causal Inference EMNLP 2024 LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based Parsing SemEval 2024 Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models AAAI 2024 Media Attitude Detection via Framing Analysis with Events and their Relations EMNLP 2024 On the Recoverability of Causal Relations from Temporally Aggregated I.I.D. Data ICML 2024 Phenomenal Yet Puzzling: Testing Inductive Reasoning Capabilities of Language Models with Hypothesis Refinement ICLR 2024 Streamlining Input/Output Logics with Sequent Calculi (Extended Abstract) IJCAI 2024 Discriminative Reasoning with Sparse Event Representation for Document-level Event-Event Relation Extraction ACL 2023