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Reasoning

2,428 papers (30 classified directly here)

Subtopics

Causal Inference (936) Automated Reasoning (843) Formal Methods (351) Automated Planning (288) Graph Embeddings (215)

Papers per year

11
11
272
299
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Papers (including subtopics)

Neural Natural Logic Inference for Interpretable Question Answering EMNLP 2021
Diagnosing the First-Order Logical Reasoning Ability Through LogicNLI EMNLP 2021
WinoLogic: A Zero-Shot Logic-based Diagnostic Dataset for Winograd Schema Challenge EMNLP 2021
The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction EMNLP 2021
NegatER: Unsupervised Discovery of Negatives in Commonsense Knowledge Bases EMNLP 2021
Perhaps PTLMs Should Go to School – A Task to Assess Open Book and Closed Book QA EMNLP 2021
Think about it! Improving defeasible reasoning by first modeling the question scenario. EMNLP 2021
How much coffee was consumed during EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI EMNLP 2021
Explaining Answers with Entailment Trees EMNLP 2021
On the Challenges of Evaluating Compositional Explanations in Multi-Hop Inference: Relevance, Completeness, and Expert Ratings EMNLP 2021
ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning EMNLP 2021
Efficient Mind-Map Generation via Sequence-to-Graph and Reinforced Graph Refinement EMNLP 2021
Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability EMNLP 2021
Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset EMNLP 2021
Case-based Reasoning for Natural Language Queries over Knowledge Bases EMNLP 2021
UniKER: A Unified Framework for Combining Embedding and Definite Horn Rule Reasoning for Knowledge Graph Inference EMNLP 2021
Multivalent Entailment Graphs for Question Answering EMNLP 2021
Mining the Cause of Political Decision-Making from Social Media: A Case Study of COVID-19 Policies across the US States EMNLP 2021
Effect Generation Based on Causal Reasoning EMNLP 2021
Exploiting Reasoning Chains for Multi-hop Science Question Answering EMNLP 2021
Inconsistency Matters: A Knowledge-guided Dual-inconsistency Network for Multi-modal Rumor Detection EMNLP 2021
Context-aware Entity Typing in Knowledge Graphs EMNLP 2021
Open-Domain Contextual Link Prediction and its Complementarity with Entailment Graphs EMNLP 2021
Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction EMNLP 2021
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation EMNLP 2021