Buzz Chronicles
Follow
  • Home
  • Threads
    • Daily Charts
    • Most Popular
    • Most Recent
  • Authors
  • Categories
    • Life
    • Tech
    • Culture
    • Politics
    • Society
    • Fun
    • See All Categories
  • About

Authors Weaviate β€’ vector search engine

7 days 30 days All time Recent Popular
Weaviate \u2022 vector search engine
Weaviate β€’ vector sear...
@weaviate_io
πŸ₯³ This week, we published a demo on combining @LangChainAI and #Weaviate
πŸ“š https://t.co/sWAGGbvUIN
πŸ“Ή Or watch @ecardenas300's demo: https://t.co/GVRcPhwyQU

🧡 Check out the 4 CombineDocument techniques implemented in #LangChain that solve the limited input token lengthsπŸ‘‡

@ecardenas300 🧸 Stuffing is the simplest method
πŸ—ƒοΈ All relevant documents from the database are stuffed into the prompt


@ecardenas300 πŸ“‘ 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


@ecardenas300 πŸ’¬ 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
πŸ”„ This is repeated until all documents have been processed


@ecardenas300 πŸ“ˆ Map-Rerank runs an initial prompt that asks the model to give a relevance score for each document
πŸ’― The language model then assigns a score based on the certainty of the answer and ranks them
πŸ’¬ The top two documents are stuffed into the model to generate a single response
ALL
  • Page 1 of 1
How does it work?
  • 💬 Reply to a thread with "@buzz_chronicles save" or "@buzz_chronicles save as category"
    🤖 Our bot will send you a link to your own folder on Buzz Chronicles. The thread will be saved in a form of an easy-to-read article
    📁 All your saved threads will be available at buzzchronicles.com/your_twitter_handle
Buzz Chronicles
  • Explore
  • Threads
  • Daily Charts
  • Authors
  • Categories
  • About
  • Terms of Service

Copyright © 2021 Buzz Chronicles - All right reserved