language understanding

LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient ACL 2026 TurkBench: A Benchmark for Evaluating Turkish Large Language Models EACL 2026 A Benchmark for Hindi Verb-Argument Structure Alternations EMNLP 2025 Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks CoNLL 2025 An Information-theoretic Multi-task Representation Learning Framework for Natural Language Understanding AAAI 2025 Are We Done with MMLU? NAACL 2025 Batayan: A Filipino NLP benchmark for evaluating Large Language Models ACL 2025 BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models EMNLP 2025 Bilingual Evaluation of Language Models on General Knowledge in University Entrance Exams with Minimal Contamination COLING 2025 Can LLMs Interpret and Leverage Structured Linguistic Representations? A Case Study with AMRs ACL 2025 Cross-Modal Augmentation for Low-Resource Language Understanding and Generation ACL 2025 Do Large Language Models Truly Understand Geometric Structures? ICLR 2025 Entity Tracking in Small Language Models: An Attention-Based Study of Parameter-Efficient Fine-Tuning EMNLP 2025 Fann or Flop: A Multigenre, Multiera Benchmark for Arabic Poetry Understanding in LLMs EMNLP 2025 From Language to Cognition: How LLMs Outgrow the Human Language Network EMNLP 2025 Game Theory Meets Large Language Models: A Systematic Survey IJCAI 2025 Ges3ViG : Incorporating Pointing Gestures into Language-Based 3D Visual Grounding for Embodied Reference Understanding CVPR 2025 Golden Touchstone: A Comprehensive Bilingual Benchmark for Evaluating Financial Large Language Models EMNLP 2025 GroundFlow: A Plug-in Module for Temporal Reasoning on 3D Point Cloud Sequential Grounding ICCV 2025 Memorization or Reasoning? Exploring the Idiom Understanding of LLMs EMNLP 2025 MEXA: Multilingual Evaluation of English-Centric LLMs via Cross-Lingual Alignment ACL 2025 MILU: A Multi-task Indic Language Understanding Benchmark NAACL 2025 Multi-Prompting Decoder Helps Better Language Understanding ACL 2025 On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025 Pragmatics in the Era of Large Language Models: A Survey on Datasets, Evaluation, Opportunities and Challenges ACL 2025