Reasoning

Towards Benchmarking and Improving the Temporal Reasoning Capability of Large Language Models ACL 2023 Towards Concept-Aware Large Language Models EMNLP 2023 Towards Fine-Grained Argumentation Strategy Analysis in Persuasive Essays EMNLP 2023 Towards Reasoning in Large Language Models: A Survey ACL 2023 Transformers Learn Shortcuts to Automata ICLR 2023 Transformer Working Memory Enables Regular Language Reasoning And Natural Language Length Extrapolation EMNLP 2023 Tree-Structured Trajectory Encoding for Vision-and-Language Navigation AAAI 2023 True Detective: A Deep Abductive Reasoning Benchmark Undoable for GPT-3 and Challenging for GPT-4 ACL 2023 Truncating Trajectories in Monte Carlo Reinforcement Learning ICML 2023 Uncertainty Guided Global Memory Improves Multi-Hop Question Answering EMNLP 2023 Unsupervised Task Graph Generation from Instructional Video Transcripts ACL 2023 Unveiling the Power of Argument Arrangement in Online Persuasive Discussions EMNLP 2023 Using counterfactual contrast to improve compositional generalization for multi-step quantitative reasoning ACL 2023 Vera: A General-Purpose Plausibility Estimation Model for Commonsense Statements EMNLP 2023 Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework ACL 2023 What’s Left? Concept Grounding with Logic-Enhanced Foundation Models NeurIPS 2023 What’s New? Identifying the Unfolding of New Events in a Narrative ACL 2023 When Do Decompositions Help for Machine Reading? EMNLP 2023 World Models for Math Story Problems ACL 2023 Zero-Shot Classification by Logical Reasoning on Natural Language Explanations ACL 2023 AbductionRules: Training Transformers to Explain Unexpected Inputs ACL 2022 Abstract Visual Reasoning with Tangram Shapes EMNLP 2022 A composable machine-learning approach for steady-state simulations on high-resolution grids NeurIPS 2022 AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension ACL 2022 AEG: Argumentative Essay Generation via A Dual-Decoder Model with Content Planning EMNLP 2022