Reasoning

Symbolic Reasoning Methods for AI Planning AAAI 2024 TabLog: Test-Time Adaptation for Tabular Data Using Logic Rules ICML 2024 TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools NeurIPS 2024 Tag Map: A Text-Based Map for Spatial Reasoning and Navigation with Large Language Models CoRL 2024 Tailoring Self-Rationalizers with Multi-Reward Distillation ICLR 2024 Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models ICLR 2024 Talk like a Graph: Encoding Graphs for Large Language Models ICLR 2024 TaPERA: Enhancing Faithfulness and Interpretability in Long-Form Table QA by Content Planning and Execution-based Reasoning ACL 2024 Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection CVPR 2024 Teaching Small Language Models Reasoning through Counterfactual Distillation EMNLP 2024 Teaching Small Language Models to Reason for Knowledge-Intensive Multi-Hop Question Answering ACL 2024 Team UTSA-NLP at SemEval 2024 Task 5: Prompt Ensembling for Argument Reasoning in Civil Procedures with GPT4 SemEval 2024 TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning AAAI 2024 Temporal Knowledge Question Answering via Abstract Reasoning Induction ACL 2024 Temporal Logic Explanations for Dynamic Decision Systems Using Anchors and Monte Carlo Tree Search (Abstract Reprint) AAAI 2024 The Impact of Reasoning Step Length on Large Language Models ACL 2024 The Knowledge Alignment Problem: Bridging Human and External Knowledge for Large Language Models ACL 2024 The Logic of Doxastic Strategies AAAI 2024 The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning EMNLP 2024 The Mystery of the Pathological Path-star Task for Language Models EMNLP 2024 The Odyssey of Commonsense Causality: From Foundational Benchmarks to Cutting-Edge Reasoning EMNLP 2024 TheoremLlama: Transforming General-Purpose LLMs into Lean4 Experts EMNLP 2024 Think Before You Simulate: Symbolic Reasoning To Orchestrate Neural Computation for Counterfactual Question Answering WACV 2024 Think Twice: Perspective-Taking Improves Large Language Models’ Theory-of-Mind Capabilities ACL 2024 TimeArena: Shaping Efficient Multitasking Language Agents in a Time-Aware Simulation ACL 2024