这里的小模型指的小型语言模型(Small Language Model,简称SLM),通常用于解决资源受限或实时性要求较高的场景,比如一些边缘设备(智能手机、物联网设备和嵌入式系统等),大模型难以运行其上。 目前我们对大模型的探索已经到了瓶颈,因高能耗、巨大的内存需求和昂贵的计算成本,我们的技术创新工作受到了挑战与限制。而对比...
Reference : [1] https://www.techopedia.com/definition/small-language-model-slm [2] https://medium.com/@nageshmashette32/small-language-models-slms-305597c9edf2 Adiós ! ···
”Small Language Models: Survey, Measurements and Insights”, https://arxiv.org/pdf/2409.15790 “PanGu-π: Enhancing Language Model Architectures via Nonlinearity Compensation”, https://arxiv.org/abs/2312.17276 “Understanding Parameter Sharing in Transformers”, https://arxiv.org/pdf/2306.09380...
[1]https://www.techopedia.com/definition/small-language-model-slm [2]https://medium.com/@nageshmashette32/small-language-models-slms-305597c9edf2
# Strip the pruning wrappers for deploymentfinal_model = strip_pruning(pruned_model) 修剪完成后,模型会显著减小,使其更容易适应边缘设备的内存限制。现在,我们继续进行量化以进一步优化。 # Convert the model to TensorFlow Lite format and apply quantizationconverter = tf.lite.TFLiteConverter.from_keras_mod...
Length-Adaptive Distillation: Customizing Small Language Model for Dynamic Token Pruning 当大多数人都还在卷谁的大模型参数规模大的时候,聪明人已经开始搞“小模型”了(doge)。 这里的小模型指的小型语言模型(Small Language Model,简称SLM),通常用于解决资源受限或实时性要求较高的场景,比如一些边缘设备(智能手机...
”Small Language Models: Survey, Measurements and Insights”, https://arxiv.org/pdf/2409.15790 “PanGu-π: Enhancing Language Model Architectures via Nonlinearity Compensation”, https://arxiv.org/abs/2312.17276 “Understanding Parameter Sharing in Transformers”, https://arxiv.org/pdf/2306.09380 ...
相信随着进一步的完善,SLM 必将在伦理和可控性方面树立更高的标杆,为人工智能的健康发展贡献自身的一份力量。 Reference : [1] https://www.techopedia.com/definition/small-language-model-slm [2] https://medium.com/@nageshmashette32/small-language-models-slms-305597c9edf2...
Explore the capabilities and considerations for Small Language Models (SLMs). Whether you’re using out-of-the-box SLMs or customizing/fine-tuning them with your own data, we’ll cover practical considerations and best practices. Enhance your language pr
https://www.microsoft.com/en-us/research/blog/phi-2-the-surprising-power-of-small-language-models Phi-3 从Phi-3代系开始,Phi模型按规格和多模态能力分为不同的系列,每个系列又提供不同的上下文长度能力。所以我们以其中几个代表来了解。 Phi-3模型使用的词汇表大小分别是:mini为32064 tokens、small为100...