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Reasoning

2595 directly classified papers

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Papers

Do Large Language Models Latently Perform Multi-Hop Reasoning? ACL 2024

DetermLR: Augmenting LLM-based Logical Reasoning from Indeterminacy to Determinacy ACL 2024

Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning EMNLP 2024

Beyond Recognising Entailment: Formalising Natural Language Inference from an Argumentative Perspective ACL 2024

Improving Large Language Models in Event Relation Logical Prediction ACL 2024

Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning ACL 2024

Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning ACL 2024

Investigating Multi-Hop Factual Shortcuts in Knowledge Editing of Large Language Models ACL 2024

OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models ACL 2024

Reasoning or a Semblance of it? A Diagnostic Study of Transitive Reasoning in LLMs EMNLP 2024

MedCoT: Medical Chain of Thought via Hierarchical Expert EMNLP 2024

The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning EMNLP 2024

Competition of Mechanisms: Tracing How Language Models Handle Facts and Counterfactuals ACL 2024

Think Twice: Perspective-Taking Improves Large Language Models’ Theory-of-Mind Capabilities ACL 2024

PokeMQA: Programmable knowledge editing for Multi-hop Question Answering ACL 2024

SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving ACL 2024

Can LLMs Reason with Rules? Logic Scaffolding for Stress-Testing and Improving LLMs ACL 2024

FZI-WIM at SemEval-2024 Task 2: Self-Consistent CoT for Complex NLI in Biomedical Domain SEMEVAL 2024

End-to-end Learning of Logical Rules for Enhancing Document-level Relation Extraction ACL 2024

Mirror: Multiple-perspective Self-Reflection Method for Knowledge-rich Reasoning ACL 2024

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? ACL 2024

Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models ACL 2024

Fine-Grained Modeling of Narrative Context: A Coherence Perspective via Retrospective Questions ACL 2024

Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning AAAI 2024

Boosting Language Models Reasoning with Chain-of-Knowledge Prompting ACL 2024