Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey PEFT algorithms are useful for dealing with LLMs with high parameter counts, as even fine-tuning these models from scratch can be computationally expensive and resource-intensive. https://
arxiv.org/abs/2403.14608
CODE
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Parameter-Efficient Fine-Tuning Methods for Large Language Models
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Programming as Discovery: Inventing Useful Concepts
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programming at its best feels like the constant discovery and invention of new concepts, materialized into useful form
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Devika Open Source AI Agent: Early Assessment and Progress
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Been experimenting with Devika, the open source effort to build an AI agent like Devin. It is a very interesting start, but not close to Devin, yet. It struggles with executing on plans (the most critical feature for an AI agent). But I suspect that it will improve over time.
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SQLite Pre-populated Similarity Scoring Page Rendering
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Almost – there's no Ajax, it's baked into the rendering of the page, but it pulls from a SQLite table pre-populated with top-ten by similarity scores It's explained in detail here
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Sometimes Avoiding Auto-Differentiable Methods in Development
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true-sometimes I try not to use auto-differentiable methods 🙂
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Function Calls as JSON Schema for Multi-Model AI Integration
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Function calls are really just JSON output that fits a specified schema, so definitely possible to use multiple models at the same time by passing JSON strings around
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Open Source LLM CLI Tool Reaches 30 Plugins Milestone
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My open source LLM CLI tool just reached 30 plugins! https://
llm.datasette.io/en/stable/plug
ins/directory.html
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Tracking upstream changes in open source library forks
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I use a similar trick for my asgi-gzip library, which I extracted from Starlette but need to keep track on changes they make to their implementation https://
simonwillison.net/2022/Apr/28/is
sue-on-changes/
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Claude Cannot Read Information from URLs Yet
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Claude still doesn't have the ability to read information from URLs you give it to- it's the same issue I wrote about here (Claude should at least show you a warning message though)
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LLM Updates: Llama 3, Cohere, VoyageAI Embeddings Released
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6/ Enhancement More improvements on other nodes from the community! – UnstructuredIO update
– Llama 3, Cohere on AWS Bedrock
– VoyageAI Embedding
– Custom Dimension OpenAI Embedding
– Confluence PAT support
– many more.. Check out our release page –