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Natural Language Inference

680 directly classified papers

Papers per year

Papers

Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass EMNLP 2025
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference EMNLP 2025
A Distributional Perspective on Word Learning in Neural Language Models NAACL 2025
Transform Retrieval for Textual Entailment in RAG NAACL 2025
Evaluating Numeracy of Language Models as a Natural Language Inference Task NAACL 2025
Merging Two Grammar Worlds: Exploring the Relationship between Universal Dependencies and Signal Temporal Logic IJCNLP 2025
NLI under the Microscope: What Atomic Hypothesis Decomposition Reveals NAACL 2025
Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions EMNLP 2025
GenWebNovel: A Genre-oriented Corpus of Entities in Chinese Web Novels COLING 2025
MALTO at SemEval-2025 Task 3: Detecting Hallucinations in LLMs via Uncertainty Quantification and Larger Model Validation SEMEVAL 2025
FLEX: Expert-level False-Less EXecution Metric for Text-to-SQL Benchmark NAACL 2025
SylloBio-NLI: Evaluating Large Language Models on Biomedical Syllogistic Reasoning NAACL 2025
Leveraging Moment Injection for Enhanced Semi-supervised Natural Language Inference with Large Language Models NAACL 2025
Fact Verification on Knowledge Graph via Programmatic Graph Reasoning EMNLP 2025
Zero-Shot Fact-Checking with Semantic Triples and Knowledge Graphs ACL 2024
Exploring Reasoning Biases in Large Language Models Through Syllogism: Insights from the NeuBAROCO Dataset ACL 2024
MSciNLI: A Diverse Benchmark for Scientific Natural Language Inference NAACL 2024
Paraphrase Identification via Textual Inference NAACL 2024
Solving NLP Problems through Human-System Collaboration: A Discussion-based Approach EACL 2024
AMRFact: Enhancing Summarization Factuality Evaluation with AMR-Driven Negative Samples Generation NAACL 2024
OYXOY: A Modern NLP Test Suite for Modern Greek EACL 2024
Designing NLP Systems That Adapt to Diverse Worldviews COLING 2024
InferBR: A Natural Language Inference Dataset in Portuguese COLING 2024
Paraphrasing in Affirmative Terms Improves Negation Understanding ACL 2024
X-PARADE: Cross-Lingual Textual Entailment and Information Divergence across Paragraphs NAACL 2024