I have often made same argument; agree with @ylecun that excessive focus on LLMs may delay HLAI/AGI
LLMS
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Chain-of-Thought Prompting Enhances Language Model Reliability
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Fascinating work combining chain-of-thought prompting and tool use to improve the reliability of language models.
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LLMs Are English-to-English Machine Translation Systems
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Lost on most people: every time you used http://
translate.google.com for past 20 years, an LLM was used. The main difference now: we’re translating English prompts to chat-inspired predictions also in English. LLMs are basically English-to-English machine translation -
Transfer Learning in NLP Workshop Research Presentation
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Work by Rafal Kocielnik, @SaraKangaslahti @shrimai_ @rmichaelalvarez @caltech @nvidia Appeared at #Neurips workshop on transfer learning in NLP
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Active Learning and Transfer Learning in Few-Shot LLM Settings
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How can we mix active and transfer learning in few-shot learning setting with pre-trained LLMs? We show that you need to label only few samples in-domain and leverage on transfer learning from out-domain along with ingrained knowledge in pretrained models
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REPLUG: Retrieval-Augmented Black-Box Language Models
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REPLUG: Retrieval-Augmented Black-Box Language Models Shi et al.: https://
arxiv.org/abs/2301.12652 #Artificialintelligence #DeepLearning #MachineLearning -
Historical AI Agreements and Paradigm Shift Debates
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Amazing how many people believe this, even when I have written extensively (even this week!) about agreements going back several years. Eg see here 2017 slide https://
garymarcus.substack.com/p/some-things-
garymarcus-might-say
… and see long essay on 2022 https://
garymarcus.substack.com/p/does-ai-real
ly-need-a-paradigm-shift
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LLMs threaten democracy: seeking AI expert debate
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Resolved #2: Large language models pose a significant potential threat to democracy. Question: would anyone eminent in AI care to debate against?
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OPT and BLOOM Models Match GPT-3 Scale Open Source
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Ya existen modelos como OPT o BLOOM entrenados que igualan en tamaño a GPT-3 y podrían servir de base.
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Free Prompt Engineering Guide for AI Models
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The Prompt Engineering Guide contains papers, learning materials, and tools to help with prompt engineering. If you want to get better at using ChatGPT, Stable Diffusion, Dalle-2, and any other modern large model, take a look at this. 100% FREE. Link: https://github.com/dair-ai/Prompt-Engineering-Guide
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