Language Modeling

D.Va: Validate Your Demonstration First Before You Use It ACL 2025 Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units EMNLP 2025 Earley-Driven Dynamic Pruning for Efficient Structured Decoding ICML 2025 Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective ICLR 2025 ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling MLHC 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Efficient Decoding Methods for Language Models on Encrypted Data IJCNLP 2025 Efficient Length-Generalizable Attention via Causal Retrieval for Long-Context Language Modeling ICML 2025 Efficient Solutions For An Intriguing Failure of LLMs: Long Context Window Does Not Mean LLMs Can Analyze Long Sequences Flawlessly COLING 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 ELLA-V: Stable Neural Codec Language Modeling with Alignment-Guided Sequence Reordering AAAI 2025 Emergence of symbolic abstraction heads for in-context learning in large language models COLING 2025 Emergent Response Planning in LLMs ICML 2025 Enhanced Noun-Noun Compound Interpretation through Textual Enrichment EMNLP 2025 Enhancing Neural Machine Translation Through Target Language Data: A kNN-LM Approach for Domain Adaptation ACL 2025 Enhancing Small Language Models for Cross-Lingual Generalized Zero-Shot Classification with Soft Prompt Tuning NAACL 2025 Enhancing Spoken Discourse Modeling in Language Models Using Gestural Cues ACL 2025 Entropy Guided Extrapolative Decoding to Improve Factuality in Large Language Models COLING 2025 EpiCoDe: Boosting Model Performance Beyond Training with Extrapolation and Contrastive Decoding ACL 2025 Estimating LLM Consistency: A User Baseline vs Surrogate Metrics EMNLP 2025 Estimating the Probabilities of Rare Outputs in Language Models ICLR 2025 EuskañolDS: A Naturally Sourced Corpus for Basque-Spanish Code-Switching NAACL 2025 Evaluating Calibration of Arabic Pre-trained Language Models on Dialectal Text COLING 2025 Evaluating Financial Literacy of Large Language Models through Domain Specific Languages for Plain Text Accounting COLING 2025 Evaluating Generalization Capability of Language Models across Abductive, Deductive and Inductive Logical Reasoning COLING 2025