Reasoning

TempTabQA: Temporal Question Answering for Semi-Structured Tables EMNLP 2023 Extracting and Inferring Personal Attributes from Dialogue ACL 2022 MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure EMNLP 2022 Natural Language Deduction with Incomplete Information EMNLP 2022 Pushing the Limits of Rule Reasoning in Transformers through Natural Language Satisfiability AAAI 2022 StepGame: A New Benchmark for Robust Multi-Hop Spatial Reasoning in Texts AAAI 2022 TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data EMNLP 2022 Towards Interactivity and Interpretability: A Rationale-based Legal Judgment Prediction Framework EMNLP 2022 Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset EMNLP 2021 BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies? ACL 2021 How much coffee was consumed during EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI EMNLP 2021 Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules? EMNLP 2020 MuTual: A Dataset for Multi-Turn Dialogue Reasoning ACL 2020 Point to the Expression: Solving Algebraic Word Problems using the Expression-Pointer Transformer Model EMNLP 2020 Probabilistic Inference for Predicate Constraint Satisfaction AAAI 2020 Query Answering with Guarded Existential Rules under Stable Model Semantics AAAI 2020 Counterfactual Story Reasoning and Generation EMNLP 2019 Answering Complex Questions Using Open Information Extraction ACL 2017 Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems ACL 2017 Trajectory-Based Short-Sighted Probabilistic Planning NeurIPS 2012