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#self-assessment News & Analysis

2 articles tagged with #self-assessment. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 236/10
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Latent Confidence Alignment for LLM Self-Assessment

Researchers propose Latent Confidence Alignment Error (LCAE), a new framework for evaluating how well large language models assess their own reliability by accounting for item difficulty and model ability. Testing on 20 medical-domain models shows the approach improves self-assessment quality without degrading performance, revealing a correlation between model reliability and computational inference costs.

AINeutralarXiv – CS AI · May 116/10
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Beyond Confidence: Rethinking Self-Assessments for Performance Prediction in LLMs

Researchers propose using multidimensional self-assessment based on cognitive appraisal theory to predict LLM failures more reliably than confidence alone. Testing across 12 models and 38 tasks, they find effort and ability dimensions consistently outperform confidence, with task type determining which dimension proves most predictive.