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Reasoning

2595 directly classified papers

Papers per year

Papers

Omega-Regular Decision Processes AAAI 2024

Scaling Synthetic Logical Reasoning Datasets with Context-Sensitive Declarative Grammars EMNLP 2024

NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes ACL 2024

SemEval-2024 Task 9: BRAINTEASER: A Novel Task Defying Common Sense SEMEVAL 2024

Hierarchical Deconstruction of LLM Reasoning: A Graph-Based Framework for Analyzing Knowledge Utilization EMNLP 2024

Learning GAI-Decomposable Utility Models for Multiattribute Decision Making AAAI 2024

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

MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning EMNLP 2024

Integrated Systems for Computational Scientific Discovery AAAI 2024

A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners EMNLP 2024

Abstract and Explore: A Novel Behavioral Metric with Cyclic Dynamics in Reinforcement Learning AAAI 2024

How Do Humans Write Code? Large Models Do It the Same Way Too EMNLP 2024

Generalized Planning for the Abstraction and Reasoning Corpus AAAI 2024

Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models NIPS 2024

When Reasoning Meets Information Aggregation: A Case Study with Sports Narratives EMNLP 2024

A PAC Learning Algorithm for LTL and Omega-Regular Objectives in MDPs AAAI 2024

Dynamic Knowledge Injection for AIXI Agents AAAI 2024

Conditional and Modal Reasoning in Large Language Models EMNLP 2024

Zero Shot is All You Need at SemEval-2024 Task 9: A study of State of the Art LLMs on Lateral Thinking Puzzles SEMEVAL 2024

Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving EMNLP 2024

Safe Abductive Learning in the Presence of Inaccurate Rules AAAI 2024

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

Enhancing Advanced Visual Reasoning Ability of Large Language Models EMNLP 2024

TopViewRS: Vision-Language Models as Top-View Spatial Reasoners EMNLP 2024

Making Large Language Models Better Reasoners with Orchestrated Streaming Experiences EMNLP 2024