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inductive reasoning

74 papers

Papers

A Survey of Inductive Reasoning for Large Language Models ACL 2026 Shuttle Between Symbolic Instructions and Neural Parameters of Large Language Models ACL 2026 SLR: Automated Synthesis for Scalable Logical Reasoning ACL 2026 Your Reasoning Benchmark May Not Test Reasoning: Revealing Perception Bottleneck in Abstract Reasoning Benchmarks ACL 2026 Assessing the Limits of In-Context Learning beyond Functions using Partially Ordered Relation IJCNLP 2025 Can Input Attributions Explain Inductive Reasoning in In-Context Learning? ACL 2025 Commonsense Subgraph for Inductive Relation Reasoning with Meta-learning COLING 2025 Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning AAAI 2025 Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025 Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025 Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning EMNLP 2025 GameArena: Evaluating LLM Reasoning through Live Computer Games ICLR 2025 Generating Diverse Hypotheses for Inductive Reasoning NAACL 2025 IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025 Improving Reasoning Performance in Large Language Models via Representation Engineering ICLR 2025 InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025 Inductive Linguistic Reasoning with Large Language Models ACL 2025 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025 LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025 MIRAGE: Evaluating and Explaining Inductive Reasoning Process in Language Models ICLR 2025 ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025 Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations ACL 2025 Reasoning Elicitation in Language Models via Counterfactual Feedback ICLR 2025