Large Language Models

MBZUAI at AMIYA Shared Task 2026: Adapting Open-Source LLMs for Dialectal Arabic EACL 2026 MCP-AgentBench: Evaluating Real-World Language Agent Performance with MCP-Mediated Tools AAAI 2026 MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models AAAI 2026 Measuring and Mitigating Shortcut Reliance in Language Models with Probe-Based Representation Entanglement ACL 2026 Measuring Linguistic Competence of LLMs on Indigenous Languages of the Americas EACL 2026 Measuring LLMs’ Sensitivity to Paraphrased Opinion Prompts EACL 2026 Measuring Social Integration Through Participation: Categorizing Organizations and Leisure Activities in the Displaced Karelians Interview Archive using LLMs EACL 2026 Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM AAAI 2026 MEDAL: A Framework for Benchmarking LLMs as Multilingual Open-Domain Dialogue Evaluators EACL 2026 MedOmni-45°: A Safety–Performance Benchmark for Reasoning-Oriented LLMs in Medicine AAAI 2026 MedQA-CS: Objective Structured Clinical Examination (OSCE)-Style Benchmark for Evaluating LLM Clinical Skills EACL 2026 MemoryART: Enhancing LLMs via Multi-Memory Models with Adaptive Resonance Theory for Healthcare Agents AAAI 2026 Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction AAAI 2026 MicLog: Towards Accurate and Efficient LLM-based Log Parsing via Progressive Meta In-Context Learning AAAI 2026 Mind Your Steps in Biomedical Named Entity Recognition: First Extract, Tag Afterwards EACL 2026 Mitigating Hallucinations in Large Language Models via Causal Reasoning AAAI 2026 MME-SCI: A Comprehensive and Challenging Science Benchmark for Multimodal Large Language Models AAAI 2026 MoCHA: Advanced Vision-Language Reasoning with MoE Connector and Hierarchical Group Attention AAAI 2026 Modeling Uncertainty Trends for Timely Retrieval in Dynamic RAG AAAI 2026 Model Internal Sleuthing: Finding Lexical Identity and Inflectional Features in Modern Language Models ACL 2026 MoHoBench: Assessing Honesty of Multimodal Large Language Models via Unanswerable Visual Questions AAAI 2026 More Aligned, Less Diverse? Analyzing the Grammar and Lexicon of Two Generations of LLMs ACL 2026 Morpheme Matters: Morpheme-Based Subword Tokenization for Korean Language Models EACL 2026 MorphoFiltered-Gemini at MWE-2026 PARSEME 2.0 Subtask 1: Tackling LLM Overgeneration via Universal POS-based Constraints EACL 2026 MORPHOGEN: A Multilingual Benchmark for Evaluating Gender-Aware Morphological Generation ACL 2026