Language Models

Distribution Prompting: Understanding the Expressivity of Language Models Through the Next-Token Distributions They Can Produce EMNLP 2025 Drop Dropout on Single Epoch Language Model Pretraining ACL 2025 DVAGen: Dynamic Vocabulary Augmented Generation EMNLP 2025 Dynamic Context-Aware Streaming Pretrained Language Model For Inverse Text Normalization Interspeech 2025 EAC-MoE: Expert-Selection Aware Compressor for Mixture-of-Experts Large Language Models ACL 2025 Energy-Based Diffusion Language Models for Text Generation ICLR 2025 Enhancing AMR Parsing with Group Relative Policy Optimization ACL 2025 Enhancing Lexicon-Based Text Embeddings with Large Language Models ACL 2025 Evolving Chinese Spelling Correction with Corrector-Verifier Collaboration EMNLP 2025 Following Length Constraints in Instructions EMNLP 2025 Forgetting Transformer: Softmax Attention with a Forget Gate ICLR 2025 From Measurement to Mitigation: Exploring the Transferability of Debiasing Approaches to Gender Bias in Maltese Language Models ACL 2025 From Sub-Ability Diagnosis to Human-Aligned Generation: Bridging the Gap for Text Length Control via MarkerGen ACL 2025 GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems EMNLP 2025 GENDEROUS: Machine Translation and Cross-Linguistic Evaluation of a Gender-Ambiguous Dataset ACL 2025 Gender Representation Bias Analysis in LLM-Generated Czech and Slovenian Texts ACL 2025 Geometric Signatures of Compositionality Across a Language Model’s Lifetime ACL 2025 GigaChat Family: Efficient Russian Language Modeling Through Mixture of Experts Architecture ACL 2025 High-Dimensional Interlingual Representations of Large Language Models ACL 2025 Hostility Detection in UK Politics: A Dataset on Online Abuse Targeting MPs ACL 2025 How Does Response Length Affect Long-Form Factuality ACL 2025 How Private are Language Models in Abstractive Summarization? EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 HuGME: A benchmark system for evaluating Hungarian generative LLMs ACL 2025 Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025