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inductive reasoning

64 papers

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Co-occurring keywords

large language model (12755) knowledge graph (1795) deductive reasoning (56) few-shot learning (3390) graph neural network (3945) knowledge graph completion (236) link prediction (620) graph embedding (348) language model (4573) in-context learning (1369)

Papers

Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models ACL 2025
Inductive Linguistic Reasoning with Large Language Models ACL 2025
Generating Diverse Hypotheses for Inductive Reasoning NAACL 2025
Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion AAAI 2025
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025
S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025
IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025
Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning EMNLP 2025
Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations ACL 2025
Context-aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning AAAI 2025
Commonsense Subgraph for Inductive Relation Reasoning with Meta-learning COLING 2025
The Role of Deductive and Inductive Reasoning in Large Language Models ACL 2025
InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025
On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025
On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025
Do Large Language Models excel in Complex Logical Reasoning with Formal Language? EMNLP 2025
LogiDynamics: Unraveling the Dynamics of Inductive, Abductive and Deductive Logical Inferences in LLM Reasoning EMNLP 2025
Assessing the Limits of In-Context Learning beyond Functions using Partially Ordered Relation IJCNLP 2025
Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025
ModeLing: A Novel Dataset for Testing Linguistic Reasoning in Language Models NAACL 2025
Can Input Attributions Explain Inductive Reasoning in In-Context Learning? ACL 2025
PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL EMNLP 2024
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns ACL 2024
Anchoring Path for Inductive Relation Prediction in Knowledge Graphs AAAI 2024
A Comprehensive Evaluation of Inductive Reasoning Capabilities and Problem Solving in Large Language Models EACL 2024