Wondering how to switch LLM providers? It's not as simple as changing the endpoint Different LLMs often require different prompting strategies. One way to explore different prompting strategies? LangSmith Prompt Hub – a collection of different prompts for
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Inferring LM Prompts from Output Probabilities Without API Access
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haven't posted anything about (2) yet but here's the TLDR: • given LM output probabilities, we can infer what the input prompt was
• we built a model that can do this
• most APIs don't give you probabilities, but we came up with a clever algorithm to get them using logit bias -
vec2text: Reconstructing Text from Embeddings Paper
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more on this second paper soon but the paper draft is here http://
openreview.net/forum?id=t9dWH
pGkPj
… (hopefully w/ a new version on arxiv later this week) and all the code for both papers is available in vec2text: https://
github.com/jxmorris12/vec
2text
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Language Model Inversion Research Talk by Sasha
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Sasha gave this amazing talk on our language model inversion research! 1. text embedding inversion (
http://
arxiv.org/abs/2310.06816)
2. language model output inversion (coming soon…) -
Prepare to switch from OpenAI API to other LLMs
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To all AI teams and individuals who have built services on #OpenAI #API, you must be ready at any moment to switch your service to another service. (Anthropic, LLama, any LLM locally on an instance with guardrails in
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Building a serverless API infrastructure to call LLMs locally
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It will happen very soon. I need to build a serverless API infrastructure as a service to call LLMs locally on the instances.
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SegFormer Fine-tuning for Lane Detection in Autonomous Driving
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🚀Blog-tastic Tuesdays🚀https://t.co/PKnXErImfN
— Satya Mallick (@LearnOpenCV) 21 novembre 2023
Lane detection aids with the process of effectively segmenting out lanes from roads, allowing for autonomous driving capabilities. In this research article, dive deeper into the fine-tuning process of HuggingFace SegFormer 🤗using… pic.twitter.com/NmZlyuKKy1Blog-tastic Tuesdays https://
learnopencv.com/segformer-fine
-tuning-for-lane-detection/
… Lane detection aids with the process of effectively segmenting out lanes from roads, allowing for autonomous driving capabilities. In this research article, dive deeper into the fine-tuning process of HuggingFace SegFormer using -
Promising AI Project: Code and Models Expected Soon
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This looks really promising from @giuvecchio95
— fofr (@fofrAI) 21 novembre 2023
Hopefully code and models soon. https://t.co/JNdi4PbahAThis looks really promising from @giuvecchio95 Hopefully code and models soon.
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Convolutional Neural Networks Classification Behavior Explained
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Every convnet classifier does that, unless I'm misunderstanding your question.
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Orca 2: Open-Source Language Models 7B and 13B Parameters
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“Orca 2 comes in two sizes (7 billion and 13 billion parameters); both are created by fine-tuning the corresponding LLAMA 2 base models on tailored, high-quality synthetic data. We open-source Orca 2 to encourage further research…”