在对LLMs进行预训练时,不同类型预训练数据的配比对于LLMs的性能有很大影响,使用过多特定领域的数据集会影响LLMs的泛化能力。 1.4 Preprocessing of Pre-training Data Data Collection (1)Define Data Requirements:明确包括数据类型、语言、领域、来源、质量标准等要求。 (2)Select Data Source:选择正确的数据来源,...
Natural Language Understanding: 此类评估数据集旨在全面评估LLMs在自然语言理解任务中的多方面能力,涵盖了从语法结构的基本理解到高级语义推理和上下文处理。 例: GLUE:包含九个英文NLU任务,评估LLMs在情感分析、语义匹配和文本蕴含等任务中的表现。 SuperGLUE:以GLUE为基础,提高了任务难度。 Reasoning: 推理评估数据集...
The paper"Datasets for Large Language Models: A Comprehensive Survey"has been released.(2024/2) Abstract: This paper embarks on an exploration into the Large Language Model (LLM) datasets, which play a crucial role in the remarkable advancements of LLMs. The datasets serve as the foundational ...
Fine-tune Large Language Models and Generative Pre-trained Transformers with our domain-specific monolingual datasets.
LLMs:《Instruction Tuning for Large Language Models: A Survey—大型语言模型的指令调优的综述》翻译与解读之Datasets数据集 导读:该综述全面系统地梳理了指令微调的方法论、数据集、模型、应用、优缺点和未来发展方向。 1、引言:介绍了指令微调的动机和作用,以解决LLMs与用户目标的不匹配问题。LLMs在自然语言处理...
The current work asks whether large language models (LLMs) can be leveraged to augment the creation of large, psycholinguistic datasets in English. I use GPT-4 to collect multiple kinds of semantic judgments (e.g., word similarity, contextualized sensorimotor associations, iconicity) for English ...
All available datasets for Instruction Tuning of Large Language Models - raunak-agarwal/instruction-datasets
In order to train more powerful large language models, researchers use vast dataset collections that blend diverse data from thousands of web sources. But as these datasets are combined and recombined into multiple collections, important information about their origins and restrictions on how they can...
Large Language Models (LLMs) excel in fields such as natural language understanding, generation, complex reasoning, and biomedicine. With advancements in materials science, traditional manual annotation methods for phase diagrams have become inadequate due to their time-consuming nature and limitations in...
Russian open speech to textRussian Open STT is a large-scale open speech to text dataset for the Russian language Feedback Was this page helpful? YesNo Provide product feedback| Get help at Microsoft Q&A Additional resources Training Certification ...