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#data-verification News & Analysis

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

2 articles
DeFiBullishCrypto Briefing · Jun 247/10
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BNB Chain launches zkTLS verification layer for privacy-preserving data

BNB Chain has deployed a zkTLS (zero-knowledge Transport Layer Security) verification layer that enables cryptographic proof of sensitive data without exposing the underlying information. This privacy-enhancing infrastructure addresses a critical gap in blockchain data handling, particularly for DeFi applications requiring secure verification of off-chain information.

BNB Chain launches zkTLS verification layer for privacy-preserving data
$BNB
AINeutralarXiv – CS AI · Jun 236/10
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VeriEvol: Scaling Multimodal Mathematical Reasoning via Verifiable Evol-Instruct

VeriEvol is a new framework for scaling multimodal mathematical reasoning in AI by treating data creation as a verifiable problem, combining evolved prompts with a multi-source verifier to ensure answer reliability. Testing shows the approach increases visual math accuracy from 35.42% to 54.73% when scaling from 10K to 250K samples, with reinforcement learning adding further gains of 3.88% points.