AI Engineer · AI

Small Models, Big Results: Training a Finance Agent for Under $500 — Charles Dickens, Snorkel AI

A 4 billion parameter model, trained with RL for under $500, beat its 235 billion parameter sibling on real financial questions. Charles Dickens, research scientist at Snorkel AI, shares how Snorkel and UC Berkeley's Sky Computing Lab trained a small model to beat a much bigger one. Working from SEC 10-K filings, they built FinQA, a financial question-answering dataset with expert-validated answers, and found even frontier models hallucinating ta

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