| In-context Contrastive Learning for Event Causality Identification | May 17, 2024 | Contrastive LearningEvent Causality Identification | CodeCode Available | 1 | 5 |
| Event Causality Identification via Derivative Prompt Joint Learning | Oct 1, 2022 | Event Causality IdentificationLanguage Modeling | CodeCode Available | 1 | 5 |
| Event Causality Extraction with Event Argument Correlations | Jan 27, 2023 | Event Causality Identification | CodeCode Available | 1 | 5 |
| Event Causality Is Key to Computational Story Understanding | Nov 16, 2023 | Event Causality IdentificationSentence | CodeCode Available | 1 | 5 |
| Advancing Event Causality Identification via Heuristic Semantic Dependency Inquiry Network | Sep 20, 2024 | Event Causality Identification | CodeCode Available | 1 | 5 |
| Identifying while Learning for Document Event Causality Identification | May 31, 2024 | Causal IdentificationEvent Causality Identification | CodeCode Available | 1 | 5 |
| Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction Systems | Jun 26, 2024 | Event Causality IdentificationEvent Extraction | CodeCode Available | 0 | 5 |
| BoschAI @ Causal News Corpus 2023: Robust Cause-Effect Span Extraction using Multi-Layer Sequence Tagging and Data Augmentation | Dec 11, 2023 | Data AugmentationEvent Causality Identification | CodeCode Available | 0 | 5 |
| IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach | Sep 8, 2022 | Event Causality IdentificationLanguage Modeling | CodeCode Available | 0 | 5 |
| IDIAPers @ Causal News Corpus 2022: Extracting Cause-Effect-Signal Triplets via Pre-trained Autoregressive Language Model | Sep 8, 2022 | Event Causality IdentificationLanguage Modeling | CodeCode Available | 0 | 5 |
| Event Causality Identification via Generation of Important Context Words | Jul 1, 2022 | Event Causality IdentificationMulti-Task Learning | CodeCode Available | 0 | 5 |
| MECI: A Multilingual Dataset for Event Causality Identification | Oct 1, 2022 | Cross-Lingual TransferEvent Causality Identification | CodeCode Available | 0 | 5 |
| COLD: Causal reasOning in cLosed Daily activities | Nov 29, 2024 | Causal InferenceCommonsense Causal Reasoning | CodeCode Available | 0 | 5 |
| Zero-shot Event Causality Identification with Question Answering | Sep 1, 2022 | ArticlesEvent Causality Identification | —Unverified | 0 | 0 |
| A Survey of Event Causality Identification: Principles, Taxonomy, Challenges, and Assessment | Nov 15, 2024 | Causal InferenceEvent Causality Identification | —Unverified | 0 | 0 |
| DAPrompt: Deterministic Assumption Prompt Learning for Event Causality Identification | Jul 19, 2023 | Event Causality IdentificationLanguage Modeling | —Unverified | 0 | 0 |
| Enhancing Event Causality Identification with Rationale and Structure-Aware Causal Question Answering | Mar 17, 2024 | Event Causality IdentificationMultiple-choice | —Unverified | 0 | 0 |
| ERGO: Event Relational Graph Transformer for Document-level Event Causality Identification | Apr 15, 2022 | Event Causality IdentificationNode Classification | —Unverified | 0 | 0 |
| Event Causality Identification with Causal News Corpus -- Shared Task 3, CASE 2022 | Nov 22, 2022 | Binary ClassificationEvent Causality Identification | —Unverified | 0 | 0 |
| Graph Convolutional Networks for Event Causality Identification with Rich Document-level Structures | Jun 1, 2021 | Event Causality IdentificationSentence | —Unverified | 0 | 0 |
| Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement | Jun 3, 2021 | Event Causality IdentificationRepresentation Learning | —Unverified | 0 | 0 |
| Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks | Aug 1, 2021 | DescriptiveEvent Causality Identification | —Unverified | 0 | 0 |
| LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification | Jun 3, 2021 | Data AugmentationEvent Causality Identification | —Unverified | 0 | 0 |
| Semantic Structure Enhanced Event Causality Identification | May 22, 2023 | Event Causality Identification | —Unverified | 0 | 0 |
| Zero-Shot Cross-Lingual Document-Level Event Causality Identification with Heterogeneous Graph Contrastive Transfer Learning | Mar 5, 2024 | Event Causality IdentificationFew-Shot Learning | —Unverified | 0 | 0 |