Insightful thread by @hwchung27 that shares some behind the scenes of training flan-t5. These details are often overlooked and sometimes mentioned in footnotes in papers (or not mentioned at all, i.e., "not paper worthy"). Sometimes they are stack dependent, model dependent or
AI
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TART: Plug-and-Play Transformer Module for Task-Agnostic Reasoning
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TART: A plug-and-play Transformer module for task-agnostic reasoning paper page: https://
huggingface.co/papers/2306.07
536
… Large language models (LLMs) exhibit in-context learning abilities which enable the same model to perform several tasks without any task-specific training. In contrast, -

arXiVeri: Automatic Table Verification with GPT Technology
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arXiVeri: Automatic table verification with GPT paper page: https://
huggingface.co/papers/2306.07
968
… Without accurate transcription of numerical data in scientific documents, a scientist cannot draw accurate conclusions. Unfortunately, the process of copying numerical data from one paper to -

Stanford Course on Multi-Task Learning and Meta-Learning
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Stanford CS330: Deep Multi-Task and Meta Learning I Autumn 2022 – YouTube
https://bit.ly/3Mpa9TY
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Digital Green Launches AI-Powered Farmer.CHAT with Gooey.AI
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Digital Green, a global development organisation has joined forces with #GenerativeAI startup http://
Gooey.AI to introduce http://
Farmer.CHAT https://
analyticsindiamag.com/generative-ai-
already-finding-multiple-use-cases-agriculture/
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AMD unveils MI300x AI chip for generative AI acceleration
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#GenerativeAI AMD unveils MI300x AI chip as 'generative AI accelerator' https://
zdnet.com/article/amd-un
veils-mi300x-ai-chip-as-generative-ai-accelerator/#ftag=COS-05-10aaa0j
… via @ZDNET & @TiernanRayTech -
AI Model Collapse: Risks of Training on AI-Generated Content
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Good one on #UGC vs #AIgeneratedcontent #GenerativeAI The AI feedback loop: Researchers warn of ‘model collapse’ as AI trains on AI-generated content https://
venturebeat.com/ai/the-ai-feed
back-loop-researchers-warn-of-model-collapse-as-ai-trains-on-ai-generated-content/
… via @VentureBeat -
Mathematical Definition of Nut Cracking Using Set Theory
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Haha true. Let N be the set of all nuts, and let
C : N → P(P(N)) be the function for cracking a nut, where P(N) is the power set of N. Then, For every nut n in N, if n is cracked via C(n)), the cardinality of the resulting set of nutshells |C(n)| > 2. -

Soft Skills Prepare Tech Leaders for Future of Work
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Soft Skills Prepare #Tech Leaders for the #FutureofWork https://
bit.ly/3KezKiF #leadership -
US AI Power Triggers Cascade of International Competitor Responses
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Another fun history in AI company competitive dynamics:
– US AI power triggers UK competitor – UK competitor triggers US competitor
– said US competitor triggers UK, German, and probably more national competitors Guess the names