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S& Global Platts Crude & Refined Products Market
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Betting on LLM’s Intelligence: How Contextual Understanding Drives Outperformance
Date: Thursday, September 25, 2025 | Time: 01:00 pm - 02:00 pm EDT | Duration: 1 hour
LLMs are everywhere now. But in equity investing, adoption is still at an early stage as models are costly to run and hard to fine-tune for financial language. That’s where ProntoNLP Transcript Analytics comes in. Purpose-built for finance, it captures sentiment, context, and importance levels from earnings calls to generate differentiated stock selection signals.
This webinar provides a detailed blueprint on how investors can systematically leverage LLM-based transcript features to identify future outperformers.
This webinar provides a detailed blueprint on how investors can systematically leverage LLM-based transcript features to identify future outperformers.
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If you can't make the live session, please register anyway to get access to the on-demand version.
Or click here to learn more about ProntoNLP.
If you can't make the live session, please register anyway to get access to the on-demand version.
Or click here to learn more about ProntoNLP.
Key Webinar Takeaways:
- Contextual Understanding Drives Outperformance: A long-short strategy utilizing LLM-based sentiment analysis has outperformed a lexicon-based benchmark by 4.3% per year from 2010 to 2024.
- Financial Performance Is (Still) King: Among all events identified by LLMs, sentiment signals associated with financial performance actuals yielded the strongest long-short performance.
- Importance Level Matters: LLM-based sentiment signals regarding financial performance that are deemed highly important have outperformed those deemed unimportant by 6.9% per year on a long-short return basis.
- Recent Performance Remains Robust: Sentiment signals linked to financial performance and macroeconomic indicators have generated robust returns in recent years.
Speakers
Ronen Feldman
Head of Technology, Quantitative Signals
S&P Global Market Intelligence
Frank Zhao
Senior Director, Quantitative Research & Solutions
S&P Global Market Intelligence
Mengmeng Ao
Quantitative Analyst, Quantitative Research & Solutions
S&P Global Market Intelligence
Aditya Sharma
Director, Product Management
S&P Global Market Intelligence
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Betting on LLM’s Intelligence: How Contextual Understanding Drives Outperformance
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