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Natural Language Inference

1,495 papers

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Papers

Can Reasoning Help Large Language Models Capture Human Annotator Disagreement? EACL 2026

PTEB: Towards Robust Text Embedding Evaluation via Stochastic Paraphrasing at Evaluation Time with LLMs EACL 2026

DETECT: Determining Ease and Textual Clarity of German Text Simplifications EACL 2026

Mary, the Cheeseburger-Eating Vegetarian: Do LLMs Recognize Incoherence in Narratives? EACL 2026

LLMs as Cultural Archives: Cultural Commonsense Knowledge Graph Extraction EACL 2026

User-Centric Evidence Ranking for Attribution and Fact Verification EACL 2026

FOL-Traces: Verified First-Order Logic Reasoning Traces at Scale EACL 2026

Knowing What’s Missing: Assessing Information Sufficiency in Question Answering 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

Sample-Size Scaling of the African Languages NLI Evaluation EACL 2026

When LLMs Annotate: Reliability Challenges in Low-Resource NLI EACL 2026

Serbian SuperGLUE: Towards an Evaluation Benchmark for South Slavic Language Models EACL 2026

Large Language Models Put to the Test on Chinese Noun Compounds: Experiments on Natural Language Inference and Compound Semantics EACL 2026

One Language, Three of Its Voices: Evaluating Multilingual LLMs Across Persian, Dari, and Tajiki on Translation and Understanding Tasks EACL 2026

A Position Paper on Toxic Reasoning: Grounding Categories of Toxic Language in Implications and Attitudes EACL 2026

A Novel Retrieve-Read-Group Paradigm for Open Knowledge Base Canonicalization AAAI 2026

Socrates or Smartypants: Testing Logic Reasoning Capabilities of Large Language Models with Logic Programming-Based Test Oracles AAAI 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

Judging by the Rules: Compliance-Aligned Framework for Modern Slavery Statement Monitoring AAAI 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

PrefixNLI: Detecting Factual Inconsistencies as Soon as They Arise ACL 2026

The Imperfective Paradox in Large Language Models ACL 2026