ZeroEntropy (YC W25)

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ZeroEntropy (YC W25)

ZeroEntropy (YC W25)

@ZeroEntropy_AI

Better, Faster Models for Search. -We're hiring!

Sumali Aralık 2024
3 Sinusundan566 Mga Tagasunod
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Ghita
Ghita@ghita__ha·
zembed-1 is finally here! 🔥 The world's best embedding model, by @ZeroEntropy_AI It outperforms @OpenAI , @GeminiApp , @Alibaba_Qwen , and Voyage's latest embeddings on 100+ languages, and across verticals. Available now via our API/SDK, @huggingface, and @awscloud Marketplace. Full launch post in the thread for benchmarks and more about our secret sauce 👀 We're building the entire retrieval stack... and we're just getting started. 🤫 PS: We're giving out free credits to try it, just comment on the post or DM me!
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Ghita
Ghita@ghita__ha·
live from @MIT where @ZeroEntropy_AI 's CTO is presenting our latest zElo paper and reranker model! @npip99
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Ghita
Ghita@ghita__ha·
We just built a free tool to ask questions over the 2025 @NeurIPSConf research papers. Try it out at neurips dot zeroentropy dot dev No signup, no credit card, just the best way to learn more about this year's papers!
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Tycho Svoboda
Tycho Svoboda@TychoSvoboda·
It’s always amazing to see small teams outperform companies with $100M+ in funding, and even more amazing when you get to be a part of it. 😅 Stoked that we were able to support @ZeroEntropy_AI on training their state of the art reranker model family! Read here about the zerank family: tensorpool.dev/blog/zeroentro… @ghita__ha @npip99
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Ghita
Ghita@ghita__ha·
We are very excited to release zerank-2, @ZeroEntropy_AI 's newest reranker model. 🔥 It shows major improvement on the 5 most common RAG failure modes below. Existing rerankers consistently fail on seemingly “simple” tasks: 🔢 Comparing numbers and date: “Biggest deals closed after 04/2024.” 🗄️ Aggregation: “Top 10 objections of customer X?” 🌍 Multilingual: Major pain point, especially non-English to non-English. 🙏 Instruction-Following: “Find the *counterargument* of the claim in the transcript” 🥇 Calibrated scores: You ask "what should I cook for dinner?", and "I am allergic to nuts" scores too low for your threshold. Many rerankers overfit public benchmarks, and don’t generalize to these real issues. zerank-2 outperforms existing rerankers considerably on all of these failure modes, in real production environments. With zerank-2, you get: * 15% improvement vs Cohere rerank 3.5 on Arabic/Hindi (Miraql dataset) * +12% NDCG@10 on sorting tasks (new open-sourced eval set) * +7% vs Gemini Flash on instruction-following (MAIR dataset) * $0.025/1M tokens, 150ms p90 latency at 100KB 🤗 We are open-sourcing the model weights, along with new challenging eval sets on @huggingface. Our Elo-inspired training methodology is already open-source! We're starting a series of technical deep dives to explain various failure modes zerank-2 fixes, with concrete prod examples, methodologies, and benchmarks. First technical deep dive in the comments.
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Kasey Zhang
Kasey Zhang@_WEEXIAO·
@ZeroEntropy_AI (Nicholas Pipitone, @ghita__ha) will talk about how they used RLAIF to train their SOTA rerank model:
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Tyler Angert
Tyler Angert@tylerangert·
The #1 bottleneck for software gen going forward is search / retrieval. Whether that’s open data sources (good web search) / personal data sources, it’s the layer that will become the biggest prereq to capturing value
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Ghita
Ghita@ghita__ha·
most agents burn $$ reading 100 docs just to answer one question. a set up that works is @turbopuffer (fast, cheap, high recall hybrid search) with @zeroentropy_ai (fast, cheap, high precision reranker) tutorial + open benchmarks from the ZeroEntropy team zeroentropy.dev/articles/imple…
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Ghita
Ghita@ghita__ha·
waking up to a team literally creating memes to show that @ZeroEntropy_AI is a "no-brainer" we want more memes please
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