y0news
AnalyticsDigestsSourcesTopicsRSSAICrypto

#multi-turn News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Mar 66/10
🧠

Breaking Contextual Inertia: Reinforcement Learning with Single-Turn Anchors for Stable Multi-Turn Interaction

Researchers introduce RLSTA (Reinforcement Learning with Single-Turn Anchors), a new training method that addresses 'contextual inertia' - a problem where AI models fail to integrate new information in multi-turn conversations. The approach uses single-turn reasoning capabilities as anchors to improve multi-turn interaction performance across domains.

AINeutralarXiv – CS AI · Mar 36/106
🧠

Self-Anchoring Calibration Drift in Large Language Models: How Multi-Turn Conversations Reshape Model Confidence

Researchers identified Self-Anchoring Calibration Drift (SACD), where large language models show systematic confidence changes when building on their own outputs in multi-turn conversations. Testing Claude Sonnet 4.6, Gemini 3.1 Pro, and GPT-5.2 revealed model-specific patterns, with Claude showing decreasing confidence and significant calibration errors, while GPT-5.2 exhibited opposite behavior in open-ended domains.

$NEAR