event reasoning

OseiBrefo-Liang at SemEval-2026 Task 12: Hybrid Causal Knowledge Graphs and Neural-Symbolic Policy Optimisation for Abductive Event Reasoning SemEval 2026 Paradise at SemEval-2026 Task 12: Leveraging Instruction-Tuned Large Language Models with Chain-of-Thought Prompting for Abductive Event Reasoning SemEval 2026 Schema-Guided Event Reasoning: A Plug-and-Play Event Reasoning Framework Based on Large Language Models AAAI 2026 SemEval-2026 Task 12: Abductive Event Reasoning: Towards Real-World Event Causal Inference for Large Language Models SemEval 2026 sutta at SemEval-2026 Task 12: A Multi-Perspective Retrieve-Verify-Aggregate Framework for Abductive Event Reasoning SemEval 2026 X-NLP at SemEval-2026 Task 12: Prompting LLMs for Abductive Event Reasoning SemEval 2026 A Comprehensive Evaluation on Event Reasoning of Large Language Models AAAI 2025 Episodic Memories Generation and Evaluation Benchmark for Large Language Models ICLR 2025 On the Role of Semantic Proto-roles in Semantic Analysis: What do LLMs know about agency? ACL 2025 PIPER: Benchmarking and Prompting Event Reasoning Boundary of LLMs via Debiasing-Distillation Enhanced Tuning ACL 2025 TAG–EQA: Text–And–Graph for Event Question Answering via Structured Prompting Strategies EMNLP 2025 Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs ACL 2024 EVIT: Event-Oriented Instruction Tuning for Event Reasoning ACL 2024 MEEL: Multi-Modal Event Evolution Learning ACL 2024 MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations NeurIPS 2024 Schema Learning Corpus: Data and Annotation Focused on Complex Events COLING 2024 Causal Reasoning of Entities and Events in Procedural Texts EACL 2023 UniEvent: Unified Generative Model with Multi-Dimensional Prefix for Zero-Shot Event-Relational Reasoning ACL 2023 Event-Centric Question Answering via Contrastive Learning and Invertible Event Transformation EMNLP 2022 EvEntS ReaLM: Event Reasoning of Entity States via Language Models EMNLP 2022 ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations EMNLP 2021 Modeling Event Background for If-Then Commonsense Reasoning Using Context-aware Variational Autoencoder EMNLP 2019 Near-Maximum Entropy Models for Binary Neural Representations of Natural Images NeurIPS 2007