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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