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#self-alignment News & Analysis

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

3 articles
AIBullisharXiv – CS AI · May 287/10
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Bridging the Stability-Expressivity Gap: Synthetic Data Scaling and Preference Alignment for Low-Resource Spoken Language Models

Researchers address a critical limitation in Spoken Language Models (SLMs) for low-resource languages by identifying a fundamental trade-off called the Stability-Expressivity Gap, where synthetic data improves phonetic accuracy but suppresses prosodic variability. The proposed self-alignment frameworks—DGSA and TDSC—recover expressivity while maintaining stability, achieving performance comparable to commercial systems and enabling zero-shot voice cloning for Lao.

🧠 Gemini
AINeutralarXiv – CS AI · Jun 26/10
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LC-ERD: Mining Latent Logic for Self-Evolving Reasoning via Consistency-Regulated Reward Decomposition

Researchers introduce LC-ERD, a framework for improving Large Language Model reasoning by mining high-quality supervision signals through consistency-regulated reward decomposition. The method addresses critical challenges in self-aligned LLM training by reducing label noise, providing granular step-level guidance, and preventing distributional collapse, demonstrating potential improvements in reasoning quality and generalization.