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Natural Language Processing
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Understanding
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Natural Language Inference
177 directly classified papers
Papers per year
2016: 1
2017: 3
2018: 16
2019: 12
2020: 16
2021: 17
2022: 31
2023: 31
2024: 21
2025: 29
Papers
This is not a Disimprovement: Improving Negation Reasoning in Large Language Models via Prompt Engineering
EMNLP 2025
Large Language Models Are Better Logical Fallacy Reasoners with Counterargument, Explanation, and Goal-Aware Prompt Formulation
NAACL 2025
Multi-Agent LLM Debate Unveils the Premise Left Unsaid
ACL 2025
Multi-token Mask-filling and Implicit Discourse Relations
EMNLP 2025
LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference
EMNLP 2025
NLI under the Microscope: What Atomic Hypothesis Decomposition Reveals
NAACL 2025
Thai Winograd Schemas: A Benchmark for Thai Commonsense Reasoning
COLING 2025
Predicting Implicit Arguments in Procedural Video Instructions
ACL 2025
Lost in Variation? Evaluating NLI Performance in Basque and Spanish Geographical Variants
ACL 2025
Probabilistic Soundness Guarantees in LLM Reasoning Chains
EMNLP 2025
Speech Discrete Tokens or Continuous Features? A Comparative Analysis for Spoken Language Understanding in SpeechLLMs
EMNLP 2025
Transitive self-consistency evaluation of NLI models without gold labels
EMNLP 2025
Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass
EMNLP 2025
Beyond Pairwise: Global Zero-shot Temporal Graph Generation
EMNLP 2025
Temporal Referential Consistency: Do LLMs Favor Sequences Over Absolute Time References?
EMNLP 2025
SemQA: Evaluating Evidence with Question Embeddings and Answer Entailment for Fact Verification
ACL 2025
When Men Bite Dogs: Testing Good-Enough Parsing in Turkish with Humans and Large Language Models
NAACL 2025
What to Predict? Exploring How Sentence Structure Influences Contrast Predictions in Humans and Large Language Models
NAACL 2025
Reasoning-Enhanced Retrieval for Misconception Prediction: A RAG-Inspired Approach with LLMs
IJCNLP 2025
A Simple but Effective Context Retrieval for Sequential Sentence Classification in Long Legal Documents
ACL 2025
Identification of Multiple Logical Interpretations in Counter-Arguments
EMNLP 2025
Exclusion of Thought: Mitigating Cognitive Load in Large Language Models for Enhanced Reasoning in Multiple-Choice Tasks
ACL 2025
Supervised and Unsupervised Probing of Shortcut Learning: Case Study on the Emergence and Evolution of Syntactic Heuristics in BERT
ACL 2025
When Scale Meets Diversity: Evaluating Language Models on Fine-Grained Multilingual Claim Verification
ACL 2025
A Comprehensive Taxonomy of Negation for NLP and Neural Retrievers
EMNLP 2025
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