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logical reasoning

298 papers

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large language model (12755) natural language inference (1278) benchmark evaluation (1539) knowledge graph (1795) first-order logic (168) question answering (2904) symbolic reasoning (184) language model (4573) deductive reasoning (56) neural network (6616)

Papers

Beta-LR: Interpretable Logical Reasoning based on Beta Distribution NAACL 2024
Learning Planning-based Reasoning by Trajectories Collection and Process Reward Synthesizing EMNLP 2024
Reason from Fallacy: Enhancing Large Language Models’ Logical Reasoning through Logical Fallacy Understanding NAACL 2024
Deciphering Raw Data in Neuro-Symbolic Learning with Provable Guarantees AAAI 2024
Exploring the Compositional Deficiency of Large Language Models in Mathematical Reasoning Through Trap Problems EMNLP 2024
Step-by-Step Reasoning to Solve Grid Puzzles: Where do LLMs Falter? EMNLP 2024
Temporal Cognitive Tree: A Hierarchical Modeling Approach for Event Temporal Relation Extraction EMNLP 2024
Revisiting Document-Level Relation Extraction with Context-Guided Link Prediction AAAI 2024
Fact-Driven Logical Reasoning for Machine Reading Comprehension AAAI 2024
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification NIPS 2024
Harnessing the Power of Large Language Models for Natural Language to First-Order Logic Translation ACL 2024
Deciphering Digital Detectives: Understanding LLM Behaviors and Capabilities in Multi-Agent Mystery Games ACL 2024
OUNLP at SemEval-2024 Task 9: Retrieval-Augmented Generation for Solving Brain Teasers with LLMs NAACL 2024
TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning AAAI 2024
TELLER: A Trustworthy Framework for Explainable, Generalizable and Controllable Fake News Detection ACL 2024
Strong hallucinations from negation and how to fix them ACL 2024
LogicAsker: Evaluating and Improving the Logical Reasoning Ability of Large Language Models EMNLP 2024
A Closer Look at the Self-Verification Abilities of Large Language Models in Logical Reasoning NAACL 2024
Exploring Self-supervised Logic-enhanced Training for Large Language Models NAACL 2024
Conditional and Modal Reasoning in Large Language Models EMNLP 2024
Verifiable, Debuggable, and Repairable Commonsense Logical Reasoning via LLM-based Theory Resolution EMNLP 2024
It is not True that Transformers are Inductive Learners: Probing NLI Models with External Negation EACL 2024
SALMON: A Structure-Aware Language Model with logicality and densification strategy for Temporal Knowledge Graph Reasoning EMNLP 2024
Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining ACL 2024
CLOMO: Counterfactual Logical Modification with Large Language Models ACL 2024