Reasoning

Python is Not Always the Best Choice: Embracing Multilingual Program of Thoughts EMNLP 2024 Query Routing for Homogeneous Tools: An Instantiation in the RAG Scenario EMNLP 2024 Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks ACL 2024 Question Translation Training for Better Multilingual Reasoning ACL 2024 QUITE: Quantifying Uncertainty in Natural Language Text in Bayesian Reasoning Scenarios EMNLP 2024 Random Walks for Temporal Action Segmentation With Timestamp Supervision WACV 2024 Rationale-Aware Answer Verification by Pairwise Self-Evaluation EMNLP 2024 Reason for Future, Act for Now: A Principled Architecture for Autonomous LLM Agents ICML 2024 Reasoning Grasping via Multimodal Large Language Model CoRL 2024 Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models ACL 2024 Reasoning in Flux: Enhancing Large Language Models Reasoning through Uncertainty-aware Adaptive Guidance ACL 2024 Reasoning in Token Economies: Budget-Aware Evaluation of LLM Reasoning Strategies EMNLP 2024 Reasoning Like a Doctor: Improving Medical Dialogue Systems via Diagnostic Reasoning Process Alignment ACL 2024 Reasoning or a Semblance of it? A Diagnostic Study of Transitive Reasoning in LLMs EMNLP 2024 Reasoning Paths Optimization: Learning to Reason and Explore From Diverse Paths EMNLP 2024 Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models EMNLP 2024 Reasoning with Natural Language Explanations EMNLP 2024 ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs ACL 2024 REFACTOR: Learning to Extract Theorems from Proofs ICLR 2024 Reframing Spatial Reasoning Evaluation in Language Models: A Real-World Simulation Benchmark for Qualitative Reasoning IJCAI 2024 Remember This Event That Year? Assessing Temporal Information and Understanding in Large Language Models EMNLP 2024 Representational Analysis of Binding in Language Models EMNLP 2024 Re-Reading Improves Reasoning in Large Language Models EMNLP 2024 Rethinking Pragmatics in Large Language Models: Towards Open-Ended Evaluation and Preference Tuning EMNLP 2024 Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? ACL 2024