Reasoning

NExT: Teaching Large Language Models to Reason about Code Execution ICML 2024 NLPeople at TextGraphs-17 Shared Task: Chain of Thought Questioning to Elicit Decompositional Reasoning ACL 2024 Non-flat ABA Is an Instance of Bipolar Argumentation AAAI 2024 Novelty vs. Potential Heuristics: A Comparison of Hardness Measures for Satisficing Planning AAAI 2024 NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes ACL 2024 Null-Shot Prompting: Rethinking Prompting Large Language Models With Hallucination EMNLP 2024 NumDecoders at SemEval-2024 Task 7: FlanT5 and GPT enhanced with CoT for Numerical Reasoning SemEval 2024 OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step NeurIPS 2024 Omega-Regular Decision Processes AAAI 2024 One Self-Configurable Model to Solve Many Abstract Visual Reasoning Problems AAAI 2024 One Thousand and One Pairs: A “novel” challenge for long-context language models EMNLP 2024 On learning history-based policies for controlling Markov decision processes AISTATS 2024 Online Bayesian Persuasion Without a Clue NeurIPS 2024 On the Empirical Complexity of Reasoning and Planning in LLMs EMNLP 2024 On the Hardness of Probabilistic Neurosymbolic Learning ICML 2024 On the Inductive Bias of Stacking Towards Improving Reasoning NeurIPS 2024 On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods ICLR 2024 On the Model-Misspecification in Reinforcement Learning AISTATS 2024 OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models ACL 2024 Optimal Decision Tree and Adaptive Submodular Ranking with Noisy Outcomes JMLR 2024 Order-Independence Without Fine Tuning NeurIPS 2024 PACAR: Automated Fact-Checking with Planning and Customized Action Reasoning Using Large Language Models COLING 2024 PARADISE: Evaluating Implicit Planning Skills of Language Models with Procedural Warnings and Tips Dataset ACL 2024 PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering ACL 2024 Pelican: Correcting Hallucination in Vision-LLMs via Claim Decomposition and Program of Thought Verification EMNLP 2024