pretty easy to swap this out! we have standard interfaces for most llm/embeddings providers
LLMS
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For embedding retrieval, hallucinating lies beats ‘I don’t know’
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I love how this is a clear use case for hallucination. If the reason you’re generating an “answer” is merely to produce an embedding suitable for retrieving one, saying “I don’t know” is useless and confidently making up lies is better.
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HyDE: Generating Hypothetical Answers for Better Document Retrieval
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Clever paper — HyDE: Hypothetical Document Embeddings Instead of encoding the user's query to retrieve relevant documents, generate a "hypothetical" answer and encode that. Documents with right answers more similar to wrong answers than to questions. https://
arxiv.org/abs/2212.10496 -
AI21 Labs Releases Paper on Grounded Text Generation and Fact Attribution
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We are proud to announce the release of our latest scientific paper about improving grounded text generation and fact attribution – for any off-the-shelf LMs!
Read more details about this exciting development and its implications for the future of #AI: -

LangChain Chatbot: Open Source Documentation Q&A Tool
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http://
chat.langchain.dev An open source chatbot grounded to answer questions about LangChain documentation Blog Post: http://
blog.langchain.dev/langchain-chat There have been a lot of question/answering demos, but we believe we add some unique insights (covered in the blog) -
The ChatGPT API is arriving soon, enjoy the free version
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The ChatGPT API is coming soon. And with it a host of new potential services to develop, and especially the paid version. Enjoy it while it's still free for a few more days.
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ChatGPT Officially Integrated Into OpenAI and Azure APIs
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Lo que posiblemente en un inicio iba a ser un proyecto experimental y luego ya veremos, ha llegado para quedarse. El éxito de ChatGPT como no podía ser de otra manera le ha ganado un hueco en la API de OpenAI y de Azure. También el modo PRO está en camino.
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Fine-tuning in AI: Process Overview Without Deep Details
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It just touches upon the fine-tuning part, and talks about the process but doesn't go into detail about the tips and tricks.
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Microsoft prepares enterprise ChatGPT for Azure OpenAI Service
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Nice timeline from Microsoft on their AI credentials, as they prepare to bring an enterprise-ready ChatGPT to the Azure OpenAI Service
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ChatGPT Achieves 1 Million Users in Record Time
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@OpenAI's chatbot #ChatGPT has breathed fresh air into the world of technologies! With its prototype crossing 1 million users in less than a week, we can safely say that we have entered the next stage of bot evolution.
— IndiaAI (@OfficialINDIAai) 17 janvier 2023
Tap here to read more: https://t.co/ywKiCXc36k pic.twitter.com/9y83xbwIyq@OpenAI
's chatbot #ChatGPT has breathed fresh air into the world of technologies! With its prototype crossing 1 million users in less than a week, we can safely say that we have entered the next stage of bot evolution. Tap here to read more: https://
bit.ly/3GLBjSn