Name: Outclassing Frontier LLMs at Extracting Information
Start: 2025-12-22T14:50:00-05:00
End: 2025-12-22T15:50:00-05:00

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https://us02web.zoom.us/webinar/register/3317557643700/WN_t-UvP6PUQrugTmkVDzIcvA

Accurately extracting information from documents has been a decades-old dream. Important workflows — from automated back-office processing to enterprise RAG — depend on it. LLMs promise to fulfill this dream but currently fall short: they hallucinate information, struggle with long documents, and break down on complex layouts. The solution: LLMs specialized in information extraction. In this talk, I will present: - \*\*NuExtract\*\* — the first LLM specialized in extracting structured information (JSON output) - \*\*NuMarkdown\*\* — the first reasoning OCR LLM (RAG-ready Markdown output). \*\*These low-hallucination [open-source] models outclass frontier LLMs like GPT-5 and Gemini 2.5 while being orders of magnitude smaller\*\*, enabling private usage. I will demonstrate the abilities of these LLMs, show how to use them at scale, and discuss what’s coming next in information extraction.

Agenda:
(PST) 11:50 am - 11:55 am Arrival and socializing and Opening
(PST) 11:55 am - 1:00 pm "Outclassing Frontier LLMs at Extracting Information"
(PST) 1:00 pm - 1:10 pm Q&A

About Etienne Bernard

Co\-founder & CEO \- Company: NuMind \- Etienne is an AI/ML expert\, co\-founder & CEO of \[NuMind\]\(https://www\.numind\.ai\) — a startup developing LLMs specialized in information extraction\. Etienne holds a physics PhD \(ENS\+MIT\)\, led the ML group of Wolfram Research\, and wrote \[Introduction to Machine Learning\]\(https://www\.amazon\.com/Introduction\-Machine\-Learning\-Etienne\-Bernard/dp/1579550487?ref=d6k_applink_bb_dls&dplnkId=d2b94865\-0ad9\-46fb\-94ae\-43d55b9c3f64&dplnkId=561af1be\-731e\-4c4a\-ba3e\-ec80d95ff29d\)\. Additional key points: \- Spoke at 100\+ events such as \- ML Prague \(keynote\): https://www\.mlprague\.com/prague2018/ \- SXSW: https://schedule\.sxsw\.com/2016/events/event_PP54827 \- Invited guest on France 24: https://www\.youtube\.com/watch?v=jnVFExf1nbk \- Authored

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Evelyn Miller

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Outclassing Frontier LLMs at Extracting Information

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Outclassing Frontier LLMs at Extracting Information

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