🥳 This week, we published a demo on combining @LangChainAI and #Weaviate
📚 https://t.co/sWAGGbvUIN
📹 Or watch @ecardenas300's demo: https://t.co/GVRcPhwyQU

🧵 Check out the 4 CombineDocument techniques implemented in #LangChain that solve the limited input token lengths👇

@LangChainAI @ecardenas300 🧸 Stuffing is the simplest method
🗃️ All relevant documents from the database are stuffed into the prompt
@LangChainAI @ecardenas300 📑 Map Reduce applies an initial prompt to each chunk of data, and it passed through the LLM to generate multiple responses
✨ Another prompt is created to combine all of the initial outputs into one
@LangChainAI @ecardenas300 💬 Refine asks the language model to summarize the documents one by one
🧠 It then uses its local memory with the summaries generated so far to influence the next output
🔄 This is repeated until all documents have been processed
@LangChainAI @ecardenas300 📈 Map-Rerank runs an initial prompt that asks the model to give a relevance score for each document
💯 The language model then assigns a score based on the certainty of the answer and ranks them
💬 The top two documents are stuffed into the model to generate a single response

More from All

1. Mini Thread on Conflicts of Interest involving the authors of the Nature Toilet Paper:
https://t.co/VUYbsKGncx
Kristian G. Andersen
Andrew Rambaut
Ian Lipkin
Edward C. Holmes
Robert F. Garry

2. Thanks to @newboxer007 for forwarding the link to the research by an Australian in Taiwan (not on

3. K.Andersen didn't mention "competing interests"
Only Garry listed Zalgen Labs, which we will look at later.
In acknowledgements, Michael Farzan, Wellcome Trust, NIH, ERC & ARC are mentioned.
Author affiliations listed as usual.
Note the 328 Citations!
https://t.co/nmOeohM89Q


4. Kristian Andersen (1)
Andersen worked with USAMRIID & Fort Detrick scientists on research, with Robert Garry, Jens Kuhn & Sina Bavari among


5. Kristian Andersen (2)
Works at Scripps Research Institute, which WAS in serious financial trouble, haemorrhaging 20 million $ a year.
But just when the first virus cases were emerging, they received great news.
They issued a press release dated November 27, 2019:

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