ChatGPT Will Kill Search and Open a Path to Web3
#AI #MachineLearning #digital #web3 #DataScience #python #Digital
Cc @Khulood_Almani @BetaMoroney @Analytics_699 @CurieuxExplorer @dr_gulsun @sallyeaves @amalmerzouk https://
coindesk.com/layer2/2022/12
/09/chatgpt-will-kill-search-and-open-a-path-to-web3/
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LLMS
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ChatGPT Will Kill Search and Open Path to Web3
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Large Language Models: Confidence and Misinformation Risk Reduction
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3/Building large language models that can accurately decide when to be confident and when not to will reduce their risk of misinformation and build trust.
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Large Language Models’ Overconfidence Problem and Misinformation Risk
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1/Large language models like Galactica and ChatGPT can spout nonsense in a confident, authoritative tone. This overconfidence – which reflects the data they’re trained on – makes them more likely to mislead.
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Key AI Benchmarks for Language Model Evaluation
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Benchmarks:
– MMLU (massively multitask language understanding): https://
arxiv.org/abs/2009.03300
– BBH (Big-Bench Hard): https://
arxiv.org/abs/2210.09261
– TyDiQA (typographically diverse QA): https://
arxiv.org/abs/2003.05002
– MGSM (multilingual grade school math): https://
arxiv.org/abs/2210.03057 -
Code-Davinci-2 vs Text-Davinci-3: Instruction Tuning and PPO Performance
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– code-davinci-2 > text-davinci-3 means that their instruction finetuning overall hurts performance on academic benchmarks
– text-davinci-3 > text-davinci-2 means that PPO improves performance -
Text-davinci-003 Instruction Following vs Academic Benchmark Performance
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@OpenAI
's text-davinci-003 follows instructions better. Is it also better on academic benchmarks? Summary:
– text-davinci-3 beats text-davinci-2, but is not as good as code-davinci-2
– it is behind @GoogleAI
's PaLM and Flan-U-PaLM Full results: https://
arxiv.org/abs/2210.11416 App D -
LangChain v0.0.36 Release with Python 3.11 and LLM Improvements
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LangChain v0.0.36: Adding Python 3.11 to Testing – cclaus
Doc improvements – @BruceHammer @ankush_gola11 Unit test/code coverage – @HunterGerlach Base LLM improvements – @thepromptking @0xAwill
LLM serialization – @AkashSamant4 Keep an out for on LLM improvements -
ChatGPT as a Partial Stack Overflow Replacement
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it is not a 100% replacement for stackoverflow, but it is at least a 50-80% replacement and that is AWESOME
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Emmanuel Candès Raps ChatGPT Verse at ICSDS2022 Conference
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As if on cue, during a plenary talk on conformal prediction at #ICSDS2022, Emmanuel Candès raps (!) a verse written by chatGPT via @Aaroth
's prompt. (the audience contributed the chorus) -
LLMs’ Killer App: Purpose-Built Languages, Not Natural Language
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The killer app of LLMs is neither natural language nor code, but languages designed for use with LLMs.