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Natural Language Understanding

693 papers

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Papers

Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation ACL 2026

"Newspaper Eat" Means "Not Tasty": A Taxonomy and Benchmark for Coded Language in Real-World Chinese Online Reviews ACL 2026

Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding ACL 2026

Language Reconstruction with Brain Predictive Coding from fMRI Data ACL 2026

LitVISTA: A Benchmark for Narrative Orchestration in Literary Text ACL 2026

MECH: A Cost-Effective Multi-Task Cascade Framework for Classroom Opinion Evolution Recognition ACL 2026

Neo-Classic: A Benchmark for Evaluating Linguistic-Aesthetic Reasoning in Classical Chinese Poetry ACL 2026

Probing Semantic Alignment, Lexical Invariance, and Syntactic Influence in LLM Metaphor Processing ACL 2026

LLMs in Sarcasm Detection? It’s elementary! (Or is it?) ACL 2026

To Judge or Not to Judge: Can Large Language Models Leverage the Dispute Focus in Legal Judgment? ACL 2026

SwissGov-RSD: A Human-annotated, Cross-lingual Benchmark for Token-level Recognition of Semantic Differences Between Related Documents ACL 2026

Fiction Flows: A Replication and Reinterpretation of Narrative Sequentiality ACL 2026

ParseJargon: Personalized Real-time Jargon Support in Online Meetings ACL 2026

CLARITY: A Framework and Benchmark for Conversational Language Ambiguity and Unanswerability in Interactive NL2SQL Systems ACL 2026

Modular Monolingual Adaptation using Pretrained Language Models ACL 2026

Enhancing NLU in Large Language Models Using Adversarial Noisy Instruction Tuning AAAI 2025

Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing AAAI 2025

Is There No Such Thing as a Bad Question? H4R: HalluciBot for Ratiocination, Rewriting, Ranking, and Routing AAAI 2025

Retrieving Versus Understanding Extractive Evidence in Few-Shot Learning AAAI 2025

BelarusianGLUE: Towards a Natural Language Understanding Benchmark for Belarusian ACL 2025

TEACH: A Contrastive Knowledge Adaptive Distillation Framework for Classical Chinese Understanding ACL 2025

Are Rules Meant to be Broken? Understanding Multilingual Moral Reasoning as a Computational Pipeline with UniMoral ACL 2025

CxGGEC: Construction-Guided Grammatical Error Correction ACL 2025

BERT-like Models for Slavic Morpheme Segmentation ACL 2025

Rolling the DICE on Idiomaticity: How LLMs Fail to Grasp Context ACL 2025