Reasoning

Structural generalization in COGS: Supertagging is (almost) all you need EMNLP 2023 Structured Case-Based Reasoning for Inference-Time Adaptation of Text-to-SQL Parsers AAAI 2023 Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks ICLR 2023 SUDS: Scalable Urban Dynamic Scenes CVPR 2023 Super-CLEVR: A Virtual Benchmark To Diagnose Domain Robustness in Visual Reasoning CVPR 2023 Symbol-LLM: Leverage Language Models for Symbolic System in Visual Human Activity Reasoning NeurIPS 2023 Syntax Matters: Towards Spoken Language Understanding via Syntax-Aware Attention EMNLP 2023 Systematic Generalization by Finetuning? Analyzing Pretrained Language Models Using Constituency Tests EMNLP 2023 Tab-CoT: Zero-shot Tabular Chain of Thought ACL 2023 Teaching Small Language Models to Reason ACL 2023 TECHS: Temporal Logical Graph Networks for Explainable Extrapolation Reasoning ACL 2023 Temporal Extrapolation and Knowledge Transfer for Lifelong Temporal Knowledge Graph Reasoning EMNLP 2023 The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models EMNLP 2023 The Effect of Preferences in Abstract Argumentation under a Claim-Centric View AAAI 2023 The Expressive Power of Ad-Hoc Constraints for Modelling CSPs AAAI 2023 The Magic of IF: Investigating Causal Reasoning Abilities in Large Language Models of Code ACL 2023 Theory of Mind: A Familiar Aspect of Humanity to Give Machines AAAI 2023 Theory of Mind for Multi-Agent Collaboration via Large Language Models EMNLP 2023 Therbligs in Action: Video Understanding Through Motion Primitives CVPR 2023 The Whole Truth and Nothing But the Truth: Faithful and Controllable Dialogue Response Generation with Dataflow Transduction and Constrained Decoding ACL 2023 TILP: Differentiable Learning of Temporal Logical Rules on Knowledge Graphs ICLR 2023 Time-Aware Language Modeling for Historical Text Dating EMNLP 2023 Toward Consistent and Informative Event-Event Temporal Relation Extraction ACL 2023 Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models EMNLP 2023 Towards Argument-Aware Abstractive Summarization of Long Legal Opinions with Summary Reranking ACL 2023