#domain-specific-evaluation News & Analysis

2 articles tagged with #domain-specific-evaluation. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 197/10

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FFinRED: An Expert-Guided Benchmark Generation and Evaluation Framework for Financial LLM Red-Teaming

Researchers have developed FinRED, an expert-guided red-teaming framework specifically designed to evaluate the safety of financial large language models against finance-specific risks like regulatory violations and fraud facilitation. The framework maps global financial standards to threat scenarios and generates realistic test prompts from actual financial documents, with validation already deployed in South Korea's Financial Security Institute for real-world regulatory testing.

🏢 Hugging Face

AIBullisharXiv – CS AI · Apr 136/10

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Adaptive Rigor in AI System Evaluation using Temperature-Controlled Verdict Aggregation via Generalized Power Mean

Researchers introduce Temperature-Controlled Verdict Aggregation (TCVA), a novel evaluation method that adapts AI system assessment rigor based on application domain requirements. By combining verdict scoring with generalized power-mean aggregation and a tunable temperature parameter, TCVA achieves human-aligned evaluation comparable to existing benchmarks while offering computational efficiency.