Extraction of structured data from unstructured text is a hugely impactful (tho less sexy) use case for LLMs Excited to have revamped docs on this use case
CODE
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Fancy Index Lookups in Embedding Layers and Batch Matrix Operations
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*fancy index lookups in embedding layers followed by fancy batch matrix-matrix products
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ChatGPT won’t revolutionize programming as much as feared
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@mikeloukides on how things like ChatGPT will change programming, but not as much as we may think https://
oreilly.com/radar/fearing-
the-wrong-thing/
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LangSmith Integration: Upcoming Cookbooks and Resources
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We’re using langsmith! Will post some cookbooks for this soon
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Neural Networks with Gzip Compression for Language Models
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NN + Gzip because we got bored waiting https://
magazine.sebastianraschka.com/p/large-langua
ge-models-and-nearest
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NVIDIA GPU and CUDA Manual Confusion in Molecular Dynamics Lab
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Can confirm: I was interning at a molecular dynamics lab ~10 years ago. NVIDIA gave us a Tesla GPU, which came with a ~500-page CUDA manual — no one knew what to do with it
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Improving Question Answering Systems for Tabular Data
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CSV Question Answering Most QA applications deal with asking questions of unstructured data. But a lot of data is in tabular (excel, csv) format! This has always been tricky to get right. We want to improve that! But we need your help
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CSV-LangChain App Lets Users Query Datasets Naturally
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We've set an example app to ask questions of a toy CSV (the Titanic dataset, a classic data science dataset) Access the app here: https://
csv-langchain.streamlit.app How you can help: try to break it! Ask questions that you would want it to be able to answer, and then leave feedback -
Advanced Retrieval Tools: Smart Splitting, Self-Query, Agents
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Deep dive on retrieval Excited to have the opportunity to talk about the advanced retrieval tools we're building: – smart text splitting
– self-query
– retrieval agents Even more excited to be joined by @UnstructuredIO @trychroma
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Restarting Cosine Schedule at Epochs or Checkpoints
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That's actually a good point. But it would be quite trivial to restart the cosine schedule after each ~epoch or checkpoint