Cost + hallucination evaluation for financial text LLMs

#2
by vigneshwar234 - opened

Hi FinanceMTEB team ๐Ÿ‘‹

Financial text evaluation is extremely high-stakes โ€” models deployed in finance must be accurate and must NOT hallucinate. Your benchmark is doing critical work here.

I built an open source LLM Evaluation Framework with particular relevance for finance:

โ†’ ๐Ÿ” Hallucination Rate โ€” in finance, a confident wrong answer is a compliance failure
โ†’ ๐Ÿ’ฐ Cost per 1K tokens โ€” high-volume financial data processing makes cost critical
โ†’ โšก Latency p95 โ€” real-time trading and compliance workflows have strict SLAs
โ†’ ๐ŸŽฏ Accuracy โ€” 4-strategy cascade scorer
โ†’ ๐Ÿง  Reasoning Quality โ€” step-by-step financial reasoning scoring

Live demo: https://huggingface.co/spaces/vigneshwar234/llm-eval-demo
GitHub: https://github.com/vignesh2027/LLM-Evaluation-Framework

Would love to discuss how these metrics apply to financial NLP model selection!

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