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causal relation

51 papers

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Co-occurring keywords

temporal relation (56) causal discovery (460) causal inference (1630) causal relation extraction (22) relation extraction (919) text classification (6793) event extraction (390) event causality identification (28) large language model (13587) language model (4599)

Papers

UERLens: Understanding Event Relations in Large Language Models ACL 2026
ENG-DRB: PDTB-style Discourse Relation Bank on Engineering Tutorial Video Scripts AACL 2025
Efficient Document-level Event Relation Extraction NAACL 2025
EventRelBench: A Comprehensive Benchmark for Evaluating Event Relation Understanding in Large Language Models EMNLP 2025
IRIS: An Iterative and Integrated Framework for Verifiable Causal Discovery in the Absence of Tabular Data ACL 2025
SRM-LLM: Semantic Relationship Mining with LLMs for Temporal Knowledge Graph Extrapolation EMNLP 2025
On the Transferability of Causal Knowledge for Language Models NAACL 2025
EventFull: Complete and Consistent Event Relation Annotation NAACL 2025
Evaluating Instructively Generated Statement by Large Language Models for Directional Event Causality Identification ACL 2025
On the Reliability of Large Language Models for Causal Discovery ACL 2025
Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations EACL 2024
CHECKWHY: Causal Fact Verification via Argument Structure ACL 2024
LyS at SemEval-2024 Task 3: An Early Prototype for End-to-End Multimodal Emotion Linking as Graph-Based Parsing SEMEVAL 2024
Media Attitude Detection via Framing Analysis with Events and their Relations EMNLP 2024
Streamlining Input/Output Logics with Sequent Calculi (Extended Abstract) IJCAI 2024
Causal-learn: Causal Discovery in Python JMLR 2024
Mastering Context-to-Label Representation Transformation for Event Causality Identification with Diffusion Models AAAI 2024
“Any Other Thoughts, Hedgehog?” Linking Deliberation Chains in Collaborative Dialogues EMNLP 2024
LLMs Are Prone to Fallacies in Causal Inference EMNLP 2024
Finding the Causality of an Event in News Articles COLING 2024
Discriminative Reasoning with Sparse Event Representation for Document-level Event-Event Relation Extraction ACL 2023
Unpacking Ambiguous Structure: A Dataset for Ambiguous Implicit Discourse Relations for English and Egyptian Arabic ACL 2023
Semantic Structure Enhanced Event Causality Identification ACL 2023
SNU-Causality Lab @ Causal News Corpus 2022: Detecting Causality by Data Augmentation via Part-of-Speech tagging EMNLP 2022
IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022