Agree that it is problem-dependent. But once we fix a problem, we should tune all the models sufficiently to ensure a fair comparison. Right now PDEbench and PDEarena give contradicting results on same PDEs
AI
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Memory-Augmented Adam Optimizer with Critical Momenta for Exploration
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Promoting Exploration in Memory-Augmented Adam using Critical Momenta paper page: https://
huggingface.co/papers/2307.09
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… Adaptive gradient-based optimizers, particularly Adam, have left their mark in training large-scale deep learning models. The strength of such optimizers is that they -
Fine-tune LLaMA 2 7B Now Available to Everyone on Replicate
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You can now fine-tune LLaMA 2 7B on Replicate, and we've opened up fine-tuning to everyone. To get started, check out this guide: https://
replicate.com/docs/guides/fi
ne-tune-a-language-model
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Generative AI Boosts Productivity, Requires Worker Support Investment
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Generative AI can substantially increase labor productivity across the economy, but that will require investments to support workers as they shift work activities or change jobs. Source @McKinsey Link https://
mck.co/3Oh4NfH via @antgrasso #GenerativeAI #AI #workplace -
Apple GPT with personal data will win consumer AI
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Apple GPT coming to your iPhone next year. Imagine a language model that has access to years worth of your iMessage exchanges, emails, photos, and health data. This is why Apple, while late to the game, will win consumer AI.
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Cohere Maker Spotlight: Live Developer Project Sessions Launch
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Exciting news! Join us for the premiere of Maker Spotlight, our live developer project sessions. Get ready to be amazed by the exceptional demos created by our talented community members using Cohere models. Our first session is tomorrow, Thursday, July 20th at 12 PM
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Self-Attention Mechanism in Large Language Models Coding Guide
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Understanding and Coding the Self-Attention Mechanism of Large Language Models From Scratch https://
bit.ly/3YL821l #AI #DeepLearning #MachineLearning #DataScience -
Databricks Workflows Enhanced Monitoring and Observability Features
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We're introducing some great new features in #DatabricksWorkflows! Enjoy enhanced monitoring and observability with additions like a new Jobs Run dashboard, a matrix view, time limit alerts, and more! Get the full rundown: https://
dbricks.co/3rqRfFx -
Priority Access for OSS Contributors and Developers
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We've moved a bunch off the waitlist already and will continue to move more off over the next days/weeks We're giving priority access to OSS contributors and developers, once you've signed up you can fill out this form: https://
6w1pwbss0py.typeform.com/to/RS6P2o8s?ty
peform-source=www.langchain.com
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LangSmith Platform Walkthrough and YouTube Recording Released
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LangSmith Walkthrough We released LangSmith yesterday, and also did a webinar with our good friend @charles_irl walking through the platform in full We've put the recording on YouTube for easy viewing!