rule-based reasoning

Exploring the Hidden Reasoning Process of Large Language Models by Misleading Them EMNLP 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025 Goal-Driven Reasoning in DatalogMTL with Magic Sets AAAI 2025 Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025 LLM-DR: A Novel LLM-Aided Diffusion Model for Rule Generation on Temporal Knowledge Graphs AAAI 2025 LogicGame: Benchmarking Rule-Based Reasoning Abilities of Large Language Models ACL 2025 LogRules: Enhancing Log Analysis Capability of Large Language Models through Rules NAACL 2025 Rule-Guided Graph Neural Networks for Explainable Knowledge Graph Reasoning AAAI 2025 Social Good or Scientific Curiosity? Uncovering the Research Framing Behind NLP Artefacts EMNLP 2025 SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025 Case-Based or Rule-Based: How Do Transformers Do the Math? ICML 2024 Chain of Logic: Rule-Based Reasoning with Large Language Models ACL 2024 Detecting Bugs with Substantial Monetary Consequences by LLM and Rule-based Reasoning NeurIPS 2024 ART: rule bAsed futuRe-inference deducTion EMNLP 2023 Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs NeurIPS 2023 MV-Datalog+/-: Effective Rule-based Reasoning with Uncertain Observations (Extended Abstract) IJCAI 2023 Therbligs in Action: Video Understanding Through Motion Primitives CVPR 2023 Interpretable Proof Generation via Iterative Backward Reasoning NAACL 2022 RuleBERT: Teaching Soft Rules to Pre-Trained Language Models EMNLP 2021 Transformers as Soft Reasoners over Language IJCAI 2020 NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language ACL 2019