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Reasoning

2595 directly classified papers

Papers per year

Papers

Neuro-Symbolic Sentiment Analysis with Dynamic Word Sense Disambiguation EMNLP 2023

Argument mining as a multi-hop generative machine reading comprehension task EMNLP 2023

Are All Steps Equally Important? Benchmarking Essentiality Detection in Event Processes EMNLP 2023

The Art of SOCRATIC QUESTIONING: Recursive Thinking with Large Language Models EMNLP 2023

A Noise-Tolerant Differentiable Learning Approach for Single Occurrence Regular Expression with Interleaving AAAI 2023

Uncertainty Guided Global Memory Improves Multi-Hop Question Answering EMNLP 2023

Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions ACL 2023

ClarifyDelphi: Reinforced Clarification Questions with Defeasibility Rewards for Social and Moral Situations ACL 2023

lilGym: Natural Language Visual Reasoning with Reinforcement Learning ACL 2023

Single Sequence Prediction over Reasoning Graphs for Multi-hop QA ACL 2023

Democratizing Reasoning Ability: Tailored Learning from Large Language Model EMNLP 2023

Learning Symbolic Rules over Abstract Meaning Representations for Textual Reinforcement Learning ACL 2023

Envisioning Future from the Past: Hierarchical Duality Learning for Multi-Turn Dialogue Generation ACL 2023

Element-aware Summarization with Large Language Models: Expert-aligned Evaluation and Chain-of-Thought Method ACL 2023

FERMAT: An Alternative to Accuracy for Numerical Reasoning ACL 2023

CRT-QA: A Dataset of Complex Reasoning Question Answering over Tabular Data EMNLP 2023

LAMBADA: Backward Chaining for Automated Reasoning in Natural Language ACL 2023

Better Zero-Shot Reasoning with Self-Adaptive Prompting ACL 2023

Plan, Verify and Switch: Integrated Reasoning with Diverse X-of-Thoughts EMNLP 2023

Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models EMNLP 2023

LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers EMNLP 2023

Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions EMNLP 2023

ALLURE: A Multi-Modal Guided Environment for Helping Children Learn to Solve a Rubik’s Cube with Automatic Solving and Interactive Explanations AAAI 2022

Solving Visual Analogies Using Neural Algorithmic Reasoning (Student Abstract) AAAI 2022

BiRdQA: A Bilingual Dataset for Question Answering on Tricky Riddles AAAI 2022