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Natural Language Inference

680 directly classified papers

Papers per year

Papers

Socrates or Smartypants: Testing Logic Reasoning Capabilities of Large Language Models with Logic Programming-Based Test Oracles AAAI 2026
A Position Paper on Toxic Reasoning: Grounding Categories of Toxic Language in Implications and Attitudes EACL 2026
Knowing What’s Missing: Assessing Information Sufficiency in Question Answering EACL 2026
Sample-Size Scaling of the African Languages NLI Evaluation EACL 2026
Learning to Disentangle Latent Reasoning Rules with Language VAEs: A Systematic Study AAAI 2026
AdaMCoT: Rethinking Cross-Lingual Factual Reasoning Through Adaptive Multilingual Chain-of-Thought AAAI 2026
Mary, the Cheeseburger-Eating Vegetarian: Do LLMs Recognize Incoherence in Narratives? EACL 2026
FOL-Traces: Verified First-Order Logic Reasoning Traces at Scale EACL 2026
When LLMs Annotate: Reliability Challenges in Low-Resource NLI EACL 2026
PTEB: Towards Robust Text Embedding Evaluation via Stochastic Paraphrasing at Evaluation Time with LLMs EACL 2026
Is Word Sense Disambiguation Dead in the LLM Era? AAAI 2026
In-Situ Eval: A Modular Framework for Custom and Real-Time RAG Benchmarking AAAI 2026
A Novel Retrieve-Read-Group Paradigm for Open Knowledge Base Canonicalization AAAI 2026
Judging by the Rules: Compliance-Aligned Framework for Modern Slavery Statement Monitoring AAAI 2026
Can Reasoning Help Large Language Models Capture Human Annotator Disagreement? EACL 2026
DETECT: Determining Ease and Textual Clarity of German Text Simplifications EACL 2026
LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction EACL 2026
User-Centric Evidence Ranking for Attribution and Fact Verification EACL 2026
Thunder-NUBench: A Benchmark for LLMs’ Sentence-Level Negation Understanding EACL 2026
Improving the OOD Performance of Closed-Source LLMs on NLI Through Strategic Data Selection EACL 2026
One Language, Three of Its Voices: Evaluating Multilingual LLMs Across Persian, Dari, and Tajiki on Translation and Understanding Tasks EACL 2026
Co-Eval: Augmenting LLM-based Evaluation with Machine Metrics EMNLP 2025
Less for More: Enhanced Feedback-aligned Mixed LLMs for Molecule Caption Generation and Fine-Grained NLI Evaluation ACL 2025
Rule Discovery for Natural Language Inference Data Generation Using Out-of-Distribution Detection EMNLP 2025
Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models ACL 2025