2. 数据生成(Data Generation):利用LLM生成展示随机技能组合的(指令,响应)数据对,以提高多样性和难度。 3. 自动化流程:与以往需要人工设计元素(如选择主题、词汇等)的方法不同,Instruct-SkillMix流程完全自动化,除了向强大LLM提出的简短提示外,不包含人为设计元素。 4. 适应性:Instruct-SkillMix
1. 技能提取(Skill Extraction):通过LLM从现有数据集中提取关键的“技能”,或者直接通过提示模型来获取这些技能。 2. 数据生成(Data Generation):利用LLM生成展示随机技能组合的(指令,响应)数据对,以提高多样性和难度。 3. 自动化流程:与以往需要人工设计元素(如选择主题、词汇等)的方法不同,Instruct-SkillMix流程...
7. You should generate an appropriate input to the instruction. The input field should contain a specific example provided for the instruction. It should involve realistic data and should not contain simple placeholders. The input should provide substantial content to make the instruction challenging b...
另一方面,也因为这种属性,我们可以很自然地猜想 SFT 会在 close-ended generation 这些任务中表现得比较好,或者说答案的 mode 比较单一,比较局限的问题,例如在 Harmless 这个数据集上,当模型决定受限制于道德等因素不能回答问题的时候,输出中会指出这个问题为什么不应该被回答/这种行为哪里不对。 这里一个很自然的猜...
dataelement / bisheng Star 7.9k Code Issues Pull requests Discussions BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise...
(1)数据生产:通过使用开源基座大模型能力,构建通用大模型数据增强(LLM Data Augmentation,简称LDA)工具,使用场景覆盖Self-Instruct、Query扩展,Query2Doc,Doc2Query等。帮助业务方高效创建可用于SFT训练的标准样本集。 (2)模型选型:集成15个左右的主流LLM模型(如言犀、ChatGLM,Llama等),统一模型的样本标准和训练模式,...
作者:孙浩,PKU-MMLab-Cambridge|RLBeliever 主页:https://holarissun.github.io/ 编辑:青稞AI 我们最近的工作提出RLHF的一种廉价/实用的替代方案:Alignment from Demonstrations (AfD) 而非 Alignment from Preference-based Data。引入Inverse RL trajectory matching的视角,帮助理解了什么时候应该做SFT,什么时候应该更...
BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Managem
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(Fig.5A,C). Also, data obtained from ELISA experiments revealed a significant decrease of SFTA3 protein expression after 48 h incubation of HCjE cells with TNFα (Fig.5D). A slight but not significant decrease was also observed in HCE cells stimulated for at least 48 h with IL-1β...