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#sequence-generation News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Mar 36/104
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RL for Reasoning by Adaptively Revealing Rationales

Researchers introduce AdaBack, a new reinforcement learning algorithm that uses partial supervision to help AI models learn complex reasoning tasks. The method dynamically adjusts the amount of guidance provided to each training sample, enabling models to solve mathematical reasoning problems that traditional supervised learning and reinforcement learning methods cannot handle.

AIBullisharXiv – CS AI · Mar 44/103
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Efficient Self-Evaluation for Diffusion Language Models via Sequence Regeneration

Researchers propose DiSE, a self-evaluation method for diffusion large language models (dLLMs) that quantifies confidence by computing token regeneration probabilities. The method enables more efficient quality assessment and introduces a flexible-length generation framework that adaptively controls sequence length based on the model's self-assessment.