Natural Language Processing

Scaling FP8 training to trillion-token LLMs ICLR 2025 Scaling Graph-Based Dependency Parsing with Arc Vectorization and Attention-Based Refinement NAACL 2025 Scaling Inference-Efficient Language Models ICML 2025 Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation ICLR 2025 Scaling Large Language Model-based Multi-Agent Collaboration ICLR 2025 Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025 Scaling Laws for Differentially Private Language Models ICML 2025 Scaling Laws for Downstream Task Performance in Machine Translation ICLR 2025 Scaling Laws for Forgetting during Finetuning with Pretraining Data Injection ICML 2025 Scaling Laws for Multilingual Language Models ACL 2025 Scaling LLM Inference Efficiently with Optimized Sample Compute Allocation NAACL 2025 Scaling LLMs’ Social Reasoning: Sprinkle Cognitive “Aha Moment” into Fundamental Long-thought Logical Capabilities ACL 2025 Scaling LLM Test-Time Compute Optimally Can be More Effective than Scaling Parameters for Reasoning ICLR 2025 Scaling Long Context Training Data by Long-Distance Referrals ICLR 2025 Scaling Low-Resource MT via Synthetic Data Generation with LLMs EMNLP 2025 Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches NAACL 2025 Scaling, Simplification, and Adaptation: Lessons from Pretraining on Machine-Translated Text EMNLP 2025 Scaling Sparse Feature Circuits For Studying In-Context Learning ICML 2025 Scaling Trends in Language Model Robustness ICML 2025 Scaling up the State Size of RNN LLMs for Long-Context Scenarios ACL 2025 SCAR: Data Selection via Style Consistency-Aware Response Ranking for Efficient Instruction-Tuning of Large Language Models ACL 2025 SCBench: A KV Cache-Centric Analysis of Long-Context Methods ICLR 2025 SceneGenAgent: Precise Industrial Scene Generation with Coding Agent ACL 2025 Scene Map-based Prompt Tuning for Navigation Instruction Generation CVPR 2025 Scheduled Interleaved Speech-Text Training for Speech-to-Speech Translation with LLMs Interspeech 2025