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abductive reasoning

77 papers

Papers

AbductiveMLLM: Boosting Visual Abductive Reasoning Within MLLMs AAAI 2026 AI4PC-Howard University at SemEval-2026 Task 12: Evidence-Guided Abductive Scoring with Option-Conditioned Retrieval and Constrained LLM Evaluation SemEval 2026 AILS-NTUA at SemEval-2026 Task 12: Graph-Based Retrieval and Reflective Prompting for Abductive Event Reasoning SemEval 2026 CausalMinds at SemEval-2026 Task 12: Simple Fine-Tuning with Option Shuffling Outperforms Complex Pipelines for Abductive Event Reasoning SemEval 2026 Consistency-based Abductive Reasoning over Perceptual Errors of Multiple Pre-trained Models in Novel Environments AAAI 2026 Diagnosing and Remedying Representation Deficiencies for Deterministic Reasoning in KGQA ACL 2026 d-itlab at SemEval-2026 Task 12: Per-Option Surprisal and Multi-Stage Gating for Precision-Oriented Causal Reasoning SemEval 2026 HCMUS RepeatedGames at SemEval-2026 Task 12: CausalRAG: Synergizing Causal Graph Retrieval and Extended LoRA for Abductive Reasoning SemEval 2026 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 REGLAT at SemEval-2026 Task 12: Multi-Strategy Ensemble Reasoning for Event Causality Identification SemEval 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 Tübingen-CL at SemEval-2026 Task 12: Reinforcement Learning and Verification for Abductive Reasoning SemEval 2026 Vinclat: Evaluating Reasoning, Cognition and Culture in One Game EACL 2026 Visual–Linguistic Abductive Reasoning with LLMs for Knowledge-based Visual Question Answering EACL 2026 X-NLP at SemEval-2026 Task 12: Prompting LLMs for Abductive Event Reasoning SemEval 2026 Assessing the Reasoning Capabilities of LLMs in the context of Evidence-based Claim Verification ACL 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 DSG-MCTS: A Dynamic Strategy-Guided Monte Carlo Tree Search for Diversified Reasoning in Large Language Models EMNLP 2025 Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025 Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025 Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding EMNLP 2025 IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025 Image Quality Assessment: Investigating Causal Perceptual Effects with Abductive Counterfactual Inference CVPR 2025