Large Language Models

Beyond One-Step Distillation: Bridging the Capacity Gap in Small Language Models via Multi-Step Knowledge Transfer EACL 2026 Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score AAAI 2026 Beyond Random Sampling: Efficient Language Model Pretraining via Curriculum Learning EACL 2026 Beyond ReAct: A Planner-Centric Framework for Complex Tool-Augmented LLM Reasoning AAAI 2026 Beyond Sample-Level Feedback: Using Reference-Level Feedback to Guide Data Synthesis EACL 2026 Beyond the Black Box: Demystifying Multi-Turn LLM Reasoning with VISTA AAAI 2026 Beyond Tokens: Concept-Level Training Objectives for LLMs EACL 2026 BhashaSutra: A Task-Centric Unified Survey of Indian NLP Datasets, Corpora, and Resources ACL 2026 Bidirectional LMs are Better Knowledge Memorizers? A Benchmark for Real-world Knowledge Injection ACL 2026 Bi-Level Preference Optimization for Retrieval-Augmented Generation (Student Abstract) AAAI 2026 Breaking the Illusion of Reasoning in Polish LLMs: Quality over Quantity of Thought EACL 2026 Breaking the Resource Monopoly: LLM Post-Training and Serving with Modest Data and Compute AAAI 2026 Building and Evaluating a High Quality Parallel Corpus for English Urdu Low Resource Machine Translation EACL 2026 Building a Turkish Large Language Model via Continual Pre-Training and Parameter-Efficient Adaptation EACL 2026 Building Domain-Specific Small Language Models via Guided Data Generation AAAI 2026 CacheNotes: Task-Aware Key-Value Cache Compression for Reasoning-Intensive Knowledge Tasks EACL 2026 Calibrated Speculative Decoding: Frequency-Guided Candidate Selection for Efficient Inference ACL 2026 CAMA: Enhancing Mathematical Reasoning in Large Language Models with Causal Knowledge AAAI 2026 Can Activation Steering Generalize Across Languages? A Study on Syllogistic Reasoning in Language Models EACL 2026 Can AI-Generated Persuasion Be Detected? Persuaficial Benchmark and AI vs. Human Linguistic Differences ACL 2026 Can Large Language Models Grasp 3D Medical Anatomy Shapes? (Student Abstract) AAAI 2026 Can LLMs Detect Their Confabulations? Estimating Reliability in Uncertainty-Aware Language Models AAAI 2026 Can LLMs Identify Tax Abuse? AAAI 2026 Can LLMs Reason Like Doctors? Exploring the Limits of Large Language Models in Complex Medical Reasoning EACL 2026 Can Models Help Us Create Better Models? Evaluating LLMs as Data Scientists EACL 2026