version 0.0.16: compare inputs/outputs on a whole chain Useful for evaluation when you're doing more than just a simple call to an LLM Github: https://
github.com/hwchase17/lang
chain
… How do different models do in @OfirPress
's self-ask w/ search example? https://
colab.research.google.com/drive/1atz4xfZ
LpIHJKD2kf38WnxHv61XU-dwb
…
PROMPT ENGINEERING
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LangChain 0.0.16: Chain Input/Output Comparison and Model Evaluation
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GPT as a General-Purpose Computer Reconfigurable via Natural Language Programs
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If previous neural nets are special-purpose computers designed for a specific task, GPT is a general-purpose computer, reconfigurable at run-time to run natural language programs. Programs are given in prompts (a kind of inception). GPT runs the program by completing the document
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Language Models Continue Sequences from Prompts, Not Maximize Rewards
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they don't maximize rewards, they are given a prompt (a kind of inception) and continue the sequence
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LLMs as Cognitive Engines Orchestrating Compute Infrastructure via Text
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Good post. A lot of interest atm in wiring up LLMs to a wider compute infrastructure via text I/O (e.g. calculator, python interpreter, google search, scratchpads, databases, …). The LLM becomes the "cognitive engine" orchestrating resources, its thought stack trace in raw text
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GPT Training Framework with Dataset and Sampling Tools
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Prompt: "You are a GPT and you're in charge of training an even better GPT, congrats! You have a dataset here . You can train it on document chunks like this: and sample its current understanding like this: . And here's a calculator and a scratchpad . Begin:"
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Create Midjourney-Style Images with Open Source Stable Diffusion
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Midjourney without Midjourney… @prompthero has fine-tuned Stable Diffusion so you can create images in the style of Midjourney, but with an open source model. You can run it on the web or via an API on Replicate:
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AI Art Prompts Artists to Create New Distinctive Styles
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Like the Impressionism movement that emerged with the popularisation of photography (increasingly used to "capture" realistic scenes), artists in the 2020s felt the need to define new styles to distinguish themselves from the art produced by #AI generators.
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Human-AI Collaboration Improves Task Performance Through Simple Chat Strategy
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Our experiment shows that through a simple strategy – having humans chat with models while completing a task – we can help humans perform better at these tasks. This is very encouraging, albeit preliminary!
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Leveraging Model Capabilities While Maintaining Supervisory Control
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This is tricky: To do this, we’ll need ways for the human who’s supervising the model to use any relevant knowledge or skills that the model already has, even though they can’t trust the model to be reliably helpful.
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HOLOSHEET and GPT3 Google Sheet for Deforum Prompts Demo
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@fabianstelzer will be demo’ing HOLOSHEET and a GPT3 powered Google Sheet for Deforum prompts. Check it out on Fabian’s Twitter: