Language Modeling

In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback AAAI 2026 Intuitive Thinking: Expanding Large Language Models’ Thinking for Rapid Decision-Making on Candidate Corrections in Chinese Grammar Error Correction AAAI 2026 Just Pass Twice: Efficient Token Classification with LLMs for Zero-Shot NER ACL 2026 Large Sign Language Models: Toward 3D American Sign Language Translation WACV 2026 Latent Self-Consistency for Reliable Majority-Set Selection in Short- and Long-Answer Reasoning AAAI 2026 Learning from Child-directed Speech in Two-language Scenarios: A French-English Case-Study EACL 2026 LEDOM: Reverse Language Model ACL 2026 Lexical Popularity: Quantifying the Impact of Pre-training for LLM Performance EACL 2026 Look Before You Leap: A Lookahead Reasoning Quality Gate for Speculative Decoding EACL 2026 MACoT: Synthesizing Chains of Thought for Small Models via Multi-Agent Collaboration AAAI 2026 Mixture of Heterogeneous Grouped Experts for Language Modeling ACL 2026 Octopus: Entropy-Controlled Science Fiction Literature Generation with Persistent Memory-Context Binding AAAI 2026 Pareto-optimal Non-uniform Language Generation ALT 2026 Perplexity as a Metric for Dialectal Distance: A Computational Study of Greek Varieties EACL 2026 PrefixNLI: Detecting Factual Inconsistencies as Soon as They Arise ACL 2026 Program-of-Thought Reveals LLM Abstraction Ceilings EACL 2026 ProRefine: Inference-Time Prompt Refinement with Textual Feedback (Student Abstract) AAAI 2026 Rad-Flamingo: A Multimodal Prompt driven Radiology Report Generation Framework with Patient-Centric Explanations EACL 2026 Reflect, Rewrite, Repeat: How Simple Arithmetic Enables Advanced Reasoning in Small Language Models EACL 2026 Rejection Mixing: Fast Semantic Propagation of Mask Tokens for Efficient DLLM Inference CVPR 2026 Revealing Redundant Syntax in Large Language Models through Multi-Hop Dependency Paths EACL 2026 Saber: Efficient Sampling with Adaptive Acceleration and Backtracking Enhanced Remasking for Diffusion Language Model in Code Generation ACL 2026 SEF-CLGC at SemEval-2026 Task 11: Logical Notation Impact on Language Model Performance SemEval 2026 Sparse Attention Across Multiple-Context KV Cache AAAI 2026 Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering EACL 2026