7/ The Hydra Effect – shows that language models exhibit self-repairing properties — when one layer of attention heads is ablated it causes another later layer to take over its function.
GENERATIVE AI
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ToolLLM Enables LLMs to Access 16000 Real-World APIs
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3/ ToolLLM – enables LLMs to interact with 16000 real-world APIs; allows data preparation, training, and evaluation; the authors claim that one of their models, ToolLLaMA, has reached the performance of ChatGPT (turbo-16k) in tool use.
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MetaGPT: LLM-Based Multi-Agent Framework Encoding Human SOPs
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5/ MetaGPT – a framework involving LLM-based multi-agents that encodes human standardized operating procedures (SOPs) to extend complex problem-solving capabilities that mimic efficient human workflows.
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Speaker Schedule: Six AI Talks Monthly Challenge
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*walked my assistant through my public speaking schedule, which has at least 6 AI talks every month* Assistant: please tell me you’re an extrovert because this would make me cry.
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Self-Query: Splitting User Queries for Semantic Search
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Self-Query The idea of splitting a user query into a semantic search term as well as a metadata filter One of the more clever retrieval methods in @langchain
, courtesy of @veryboldbagel Excited to talk about it in our webinar next week! https://
crowdcast.io/c/kqz7nl8nps42 -
LLMs Approaching Reliability to Surpass Human Experts
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LLMs are still a way off being genuinely reliable but be prepared to rely on them more than even the best trained, most experienced human experts imagine what it means for medicine, law, design, strategy… its probably 3, maybe 5 yrs out
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Employees Hide AI Use From Employers Revealing Productivity Gains
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Wharton professor says employees are hiding #AI use—and potentially transformative productivity gains—from employers https://
bit.ly/3Ps9411 #FutureofWork -
LangChain Graph QA Chains for AI Applications
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We’ve got a lot of graph qa chains https://
python.langchain.com/docs/use_cases
/graph/
… is that what you meant? -
Chief People Officer’s Guide to Generative Artificial Intelligence
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Chief People Officer’s quick guide to generative artificial intelligence https://
bit.ly/3IjrT24 via @mercer #AI #FutureofWork -
Structured Data Extraction from Unstructured Text with LLMs
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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