Linq

The first workshop on "LLMs and GenAI for Finance (https://ai4f.org)" wrapped up successfully yesterday in NYC, bringing top experts from academia and industry. Here's how it came together: 1/ In July 2024, Prof. Yoon Kim, Prof. Valeri Nikolaev, and I recognized a gap between academic research on LLMs and their practical applications in finance. We aimed to bridge this with a dedicated workshop. 2/ We invited leaders to the organizing committee, including Prof. Andrew Lo and Prof. Eric So from MIT Sloan School of Management, Prof. Alejandro Lopez-Lira from University of Florida, Yu Yu. 3/ We reached out to industry experts like Andrew Chin, Ben Wellington, Edward Tong, PhD, Naftali Cohen. 4/ Over 80 papers were submitted in response to our call for papers. 5/ Demand was so high that we expanded capacity twice to accommodate everyone. 6/ More than 300 attendees joined, making it the largest workshop at ICAIF '24. ?????? While there were many valuable insights,?here are some that left a strong impression: - Andrew Chin: In the near term, the next year or so, a lot of focus is on the efficiency side. Three to five years from now, I think all of those tools will really help us understand how to make better investment decisions. - Ben Wellington: LLMs have opened up a world where I once had a thousand ideas and could test ten of them. Now I can test hundreds of those ideas. - Valeri Nikolaev: There are remarkable complementarities between LLMs, which use a reasoning-based approach, and traditional quant models. In the future, I think we will see applications of both approaches, and they may be combined together. - Andrew Lo: We need to focus not on data, not on computation, not on impressive research results, but rather on narrative on quantifying and optimizing narrative as an essential part of generative AI. The insights from this workshop show just how far we’ve come in exploring LLMs in finance, and reveal how much academia and industry can achieve through collaboration. Thank you to all the attendees and presenters for making this event possible. We’re already looking forward to bringing this workshop back in 2025 and continuing to push the boundaries of what’s possible, together!

?? ???????????????????? ?????? ???????? ???????????????? ?????????? ?????? ?????????? '????! Excited to introduce the panelists for the ?????? ???????????????? ???? ???????? ?????? ???????????????????? ???? ?????? ?????????????? at ICAIF ‘24, a groundbreaking session focused on "?????????????????? ???????????????????????? ???? ?????????? ???????????????? ???????????? ???? ?????????????? ?????? ???????????????????? ??????????????????". Taking place on ???????????????? 14????, this workshop will bring together some of the brightest minds in finance and AI: - Andrew Chin from AllianceBernstein - Ben Wellington from Two Sigma - Edward Tong, PhD from Millennium - Naftali Cohen from Schonfeld - Yu Yu from BlackRock - Moderated by Hojun Choi from Linq This session will cover how Large Language Models (#LLMs) and Generative AI are driving innovation in finance by enhancing automation, refining workflows, and enabling data-driven insights. It’s a must-attend for anyone interested in the future of AI in finance! ?? For more details, check out https://ai4f.org

It’s been four months, but we’re picking up right where we left off… After successfully graduating two startups, we’re back with 4 new trailblazing Korean startups ?? from the blockchain ??, finance ??, healthcare ??, and artificial intelligence ?? industries for the KB Accelerator Program, in partnership between Tenity and KB Financial Group. ?? Check the them out: CLIWANT | Dolbomdream | Linq | HIKIVE Want the full scoop? Head over to our latest blog for all the details: https://lnkd.in/gB7rg5gT Jonas Thürig, Julie Youngju Choi, Royce Lee, Min Joo Kim, Martin Pasquier, Finnley Hui Yu, Lee, Jorden Tan, Charleen Phor, Jun Ho Bae, Zhen Zhen Ong, Katrina Bernardo, Davita Natasha O., Janice Augustine #Tenity #KoreanStartups #Blockchain #Fintech #AI #Healthcare #KBFG

???????????????????? ?????????????????? ???? ?????????? '???? We are excited to announce that we will host a competition focused on Retrieval-Augmented Generation (RAG) at the 5th ACM International Conference on AI in Finance (ICAIF'24). Recently, the use of Large Language Models (LLMs) has been gaining significant interest in the financial sector, and RAG is receiving particular attention for enabling more sophisticated applications. This competition is designed to allow participants to implement their own RAG systems. Linq has carefully prepared a query-corpus dataset based on U.S. securities market disclosures and reports. It is especially noteworthy that such datasets are generally unavailable in the financial domain, making this a valuable opportunity for participants to build and evaluate RAG systems on high-quality financial data. Participants who submit impressive solutions will be invited to present their work at ICAIF'24, which will be held in mid-November in New York. ???Key Dates: - Leaderboard Opens: October 1, 2024 - Submission Deadline: November 7, 2024 - Winner Announcement: November 10, 2024 - Presentation at ICAIF '24: November 15, 2024, 1-5 PM ET ???Location: 5 MetroTech Center, 4th Floor, LC400, Brooklyn, NY 11201 ???For more information, check out the following links: - FinanceRAG Challenge (Kaggle): https://lnkd.in/g7iX_dyq - ACM-ICAIF ’24 Competitions: https://lnkd.in/gFqJb7G8 ???? Organizing team: Jacob Chanyeol Choi, Jy-yong Sohn, Jihoon -Kwon, Jin Kim, Subeen Pang, Jaeseon Ha, Hoyeon Ryoo, Hojun Choi, Yongjae Lee

?? ???????????????? ???? ???????????????? that Linq's research on Chain-of-Thought (CoT) has been accepted by IEEE for presentation at the 2nd International Conference on Foundation and Large Language Models in #Dubai! I'll be attending in Dubai from Nov 25-30, and I would greatly appreciate any intros to hedge funds or asset managers. ?? A huge thank to everyone for the ongoing support and invaluable connections! Here’s a picture from my last visit to the Dubai FinTech Summit 2024 at the Museum of the Future—excited to return for more incredible experiences! ?? For reference, here’s my upcoming schedule: 10/10-10/13: Singapore 10/14-10/17: Boston Fintech Week 10/18-10/27: NYC 10/28-11/2: Hong Kong Fintech Week 11/3-11/24: NYC + ACM-ICAIF '24 (https://ai4f.org; We are accepting papers!) 11/25-11/30: Dubai