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#llm-adaptation News & Analysis

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

2 articles
AIBullisharXiv โ€“ CS AI ยท Mar 177/10
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Position: Agentic Evolution is the Path to Evolving LLMs

Researchers propose 'agentic evolution' as a new paradigm for adapting Large Language Models in real-world deployment environments. The A-Evolve framework treats adaptation as an autonomous, goal-directed optimization process that can continuously improve LLMs beyond static training limitations.

AINeutralarXiv โ€“ CS AI ยท Apr 146/10
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Domain-Specific Data Generation Framework for RAG Adaptation

RAGen is a new framework for generating domain-specific training data to improve Retrieval-Augmented Generation (RAG) systems. The system creates question-answer-context triples using semantic chunking, concept extraction, and Bloom's Taxonomy principles, enabling faster adaptation of LLMs to specialized domains like scientific research and enterprise knowledge bases.