logical reasoning

298 papers

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Co-occurring keywords

large language model (12755) natural language inference (1278) benchmark evaluation (1539) knowledge graph (1795) first-order logic (168) question answering (2904) symbolic reasoning (184) language model (4573) deductive reasoning (56) neural network (6616)

Papers

LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification AAAI 2022

Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text ACL 2022

MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning ACL 2022

Logical Reasoning for Task Oriented Dialogue Systems ACL 2022

AdaLoGN: Adaptive Logic Graph Network for Reasoning-Based Machine Reading Comprehension ACL 2022

AbductionRules: Training Transformers to Explain Unexpected Inputs ACL 2022

ConditionalQA: A Complex Reading Comprehension Dataset with Conditional Answers ACL 2022

Learning to Generate Programs for Table Fact Verification via Structure-Aware Semantic Parsing ACL 2022

Table-based Fact Verification with Self-adaptive Mixture of Experts ACL 2022

Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI Models EMNLP 2022

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure EMNLP 2022

Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples EMNLP 2022

RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners EMNLP 2022

Can Transformers Reason in Fragments of Natural Language? EMNLP 2022

LogiTorch: A PyTorch-based library for logical reasoning on natural language EMNLP 2022

LogicSolver: Towards Interpretable Math Word Problem Solving with Logical Prompt-enhanced Learning EMNLP 2022

System 1 + System 2 = Better World: Neural-Symbolic Chain of Logic Reasoning EMNLP 2022

A Neural-Symbolic Approach to Natural Language Understanding EMNLP 2022

Inductive Relation Prediction with Logical Reasoning Using Contrastive Representations EMNLP 2022

Improving Certified Robustness via Statistical Learning with Logical Reasoning NIPS 2022

Learning Symmetric Rules with SATNet NIPS 2022

VAEL: Bridging Variational Autoencoders and Probabilistic Logic Programming NIPS 2022

Towards Fine-Grained Reasoning for Fake News Detection AAAI 2022

FaiRR: Faithful and Robust Deductive Reasoning over Natural Language ACL 2022

GammaE: Gamma Embeddings for Logical Queries on Knowledge Graphs EMNLP 2022