Generation

Look Before You Leap: A Lookahead Reasoning Quality Gate for Speculative Decoding EACL 2026 M3DocDep: Multi-modal, Multi-page, Multi-document Dependency Chunking with Large Vision-Language Models CVPR 2026 Maastricht University at AMIYA: Adapting LLMs for Dialectal Arabic using Fine-tuning and MBR Decoding EACL 2026 MACoT: Synthesizing Chains of Thought for Small Models via Multi-Agent Collaboration AAAI 2026 Making Visual Dialogue More Engaging: A New Task, Method, and Metric AAAI 2026 MapCoder-Lite: Distilling Multi-Agent Coding into a Single Small LLM EACL 2026 Mapping the Course for Prompt-based Structured Prediction EACL 2026 MARE: Multimodal Analogical Reasoning for Disease Evolution-Aware Radiology Report Generation AAAI 2026 Market-Aware Event Timeline Summarization: Integrating Price Signals to Improve Financial News Understanding AAAI 2026 MathEDU: Feedback Generation on Problem-Solving Processes for Mathematical Learning Support EACL 2026 MBZUAI at AMIYA Shared Task 2026: Adapting Open-Source LLMs for Dialectal Arabic EACL 2026 MCTSr-Zero: Self-Reflective Psychological Counseling Dialogues Generation via Principles and Adaptive Exploration AAAI 2026 MEDAL: A Framework for Benchmarking LLMs as Multilingual Open-Domain Dialogue Evaluators EACL 2026 Medical Summarization in Practice: Design, Deployment, and Analysis of a Clinical Summarization System for a German Hospital EACL 2026 MemGuide: Intent-Driven Memory Selection for Goal-Oriented Multi-Session LLM Agents AAAI 2026 Mem-PAL: Towards Memory-based Personalized Dialogue Assistants for Long-term User-Agent Interaction AAAI 2026 MentalGuide: Towards Multi-Turn, State-Aware and Strategy-Driven Conversations for Mental Health Support AAAI 2026 MIMIC: Multi-party Dialogue Augmentation via Speaker Stylistic Transfer EACL 2026 MindFlayer at SemEval-2026 Task 8:DUALRAG:Answerability-Aware Generation for Multi-Turn RAG Conversations SemEval 2026 MINDS at SemEval-2026-Task 1: Enhancing Humor Generation through RAG and Synthetic DPO Alignment SemEval 2026 MiniRAG: A Lightweight RAG system with Small Language Models ACL 2026 Min-k Sampling: Decoupling Truncation from Temperature Scaling via Relative Logit Dynamics ACL 2026 MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Long-tail Knowledge ACL 2026 Mixture of Heterogeneous Grouped Experts for Language Modeling ACL 2026 MMIFEvol: Towards Evolutionary Multimodal Instruction Following AAAI 2026