Convert unstructured datasets to Question-answer pairs required for LLM fine-tuning and other downstream tasks with H2O LLM Data Studio Curate.
Every organization needs to own its GPT as simply as it needs to bring its data, algorithms, and models (read more here). A common problem we see in organizations is that they want to be able to finetune and personalize their own company LLM but don’t have many structured datasets available. However, all companies have a wealth of unstructured datasets that could be utilized to create these personalized LLMs. This is where LLM DataStudio’s new capability Curatecan help.
In part one of the H2O LLM DataStudio blogs we introduced streamlined no-code data preparation pipelines for LLMs, LLM DataStudio. LLM DataStudio is an end-to-end data preparation tool that encompasses Curate, Prepare, and Augment.
Introducing LLM DataStudio Curate – converting documents to QA pairs for LLM fine-tuning and downstream tasks!
H2O LLM DataStudio’s new Curate component is a no-code capability to build structured LLM datasets from unstructured data in any organization. Think policy or product documentation, podcasts, zoom meeting recordings, and internal news articles, their potential to be utilized with AI has been unlocked with Curate. Utilizing smart chunking, intelligent prompt engineering, and H2OGPTs Large Language Model, Curate automatically generates diverse question-answer pairs or context summarization pairs to translate the unstructured datasets into structured data for LLM Fine Tuning with H2O LLM Studio or any other downstream tasks.
Input Document: Product Brief
Output: Generated Question-Answer Pairs
1. Variety of Data Types
2. LLM Based on QA pair generation
3. Fast QA Mode
4. View, customize the output
5. Use the new structured dataset to finetune LLM in H2O LLM Studio.
LLM DataStudio Demo
See this flow in action in the following video demonstrating an end-to-end workflow utilizing all components of LLM DataStudio and LLM Studio.
To wrap up, H2O LLM Data Studio is an essential tool that provides a consolidated solution for preparing data for Large Language Models. Being able to curate datasets from unstructured data and also continue the dataset creation with no-code preparation pipelines, data preparation for LLMs becomes a smooth task.
In a world where data powers everything, LLM DataStudio is an easy-to-use solution that takes the headache out of curating and preparing data. Stay tuned as we continue to democratize LLM data preparation for all organizations. For more information, please contact firstname.lastname@example.org