Tag: Efficiency

All the articles with the tag "Efficiency".

• Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models

  Published: 7 May, 2025 |  at  12:17 AM

  

  68.20 🤔

  本文提出MAET方法，通过提取语言无关的能力相关权重并跨语言转移，构建多语言能力增强的大型语言模型，在数学和科学任务上以60%的计算资源实现约10%的性能提升，优于多种基线方法。

• LZ Penalty: An information-theoretic repetition penalty for autoregressive language models

  Published: 6 May, 2025 |  at  11:19 PM

  

  67.26 🤔

  本文提出LZ惩罚方法，基于LZ77压缩算法的码长变化动态调整自回归语言模型的采样分布，在贪婪解码下有效消除退化重复，同时保持推理基准性能。

• Small or Large? Zero-Shot or Finetuned? Guiding Language Model Choice for Specialized Applications in Healthcare

  Published: 4 May, 2025 |  at  04:31 PM

  

  67.24 🤔

  本文通过实证实验指导在医疗专业应用中语言模型的选择，强调微调小语言模型和领域特定预训练的显著优势，使其在特定任务上超越零-shot 大语言模型。

• Compact Recurrent Transformer with Persistent Memory

  Published: 9 May, 2025 |  at  11:06 AM

  

  66.84 🤔

  This paper introduces the Compact Recurrent Transformer (CRT), which combines shallow Transformers with RNNs to efficiently process long sequences using a single persistent memory vector, achieving superior or comparable performance to full-length Transformers and Transformer-XL on language and video tasks with significantly reduced computational cost.

• Less is More: Towards Green Code Large Language Models via Unified Structural Pruning

  Published: 4 May, 2025 |  at  04:27 PM

  

  66.29 🤔

  本文提出Flab-Pruner，一种结合词汇、层和FFN剪枝的统一结构剪枝方法，通过KL散度优化和自定义微调策略，在减少代码LLM参数的同时保持高性能和效率。