(finally got around to reading in full). Amusing to read so many negative result attempts back to back to incorporate previous papers/ideas (at least in the cramming setting). Like the inline experimental result style. Like the nice code release. Like the "cramming" benchmark.
AI
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Deep Learning Performance: Empirical Nature and High Experimental Throughput Necessity
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A good display of how empirical and setting-dependent deep learning can still be, and what driving up performance looks like. In any setting it's not so much "here's how you can improve" but "here's the 10 things you should try". And why high experimental throughput is necessary.
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Video on the dark side of ChatGPT and AI models
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online! The (very) dark side of #chatGPT. Deep dive into the heart of #ArtificialIntelligence models. The video from the channel I'm most proud of. Thank you in advance for your support through your shares, likes, comments
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GPT-4 Won’t Replace You, But Its Users Will
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GPT-4 is not going to take your job. However, the person using it to enhance their work probably will.
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Analyzing Complex Data Sets Beyond Human Capability
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It is not the amount of data that is making the difference but our ability to analyse vast and complex data sets beyond anything we could ever do before.
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LangChain Apps Moving to Production Support Channel
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Hearing from a few folks that apps built on LangChain are moving into production! If that's the case for you, we'd love to set up a Slack connect channel to offer better support. Fill out the form below and we'll set it up! https://
forms.gle/57d8AmXBYp8PP8
tZA
… If you don't use Slack, DM us -
Role-based prompting praised for innovative content approach
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Role-based prompting is really cool. Keep these awesome content coming Shubham
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LangChain Updates: Context Windows, Cohere Support, Bug Fixes
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Other improvements: – Correct context window for davinci-003 :
@wskish – Docs improvements: wunderalbert
– Fix bash util: h/t Marcin in discord
– Add support for arbitrary params to Cohere wrapper: h/t bair82 in discord
– Fix caching bug: @brucehammer -
SQLDatabaseChain improvements with better data understanding
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Improvements to SQL database chain @fpingham with some key improvements to SQLDatabaseChain 1. Optionally include first row in prompt (for better understanding of data) Docs: https://
langchain.readthedocs.io/en/latest/modu
les/chains/examples/sqlite.html#adding-first-row-of-each-table
… 2. Improve default prompt -
LangChain Search Classes Enhanced with Detailed Metadata Results
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More detailed search results @EnricoShippole added a method to the search classes to return more detailed search info: title, snippet, link WebGPT? Google Search: https://
langchain.readthedocs.io/en/latest/modu
les/utils/examples/google_search.html#metadata-results
… Bing Search: https://
langchain.readthedocs.io/en/latest/modu
les/utils/examples/bing_search.html#metadata-results
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