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Fine-Tuning Gemma for Complex Legal Reasoning

A practitioner reports that fine-tuning Gemma 4 26B A4B on 100,000 court decisions failed to outperform a prompted base model for generating legal principles. The discussion explores whether the bottleneck lies in data quality, evaluation design, task complexity, or the fine-tuning workflow.

Reddit r/MachineLearningCommunity1d ago#legal-ai#fine-tuning#evaluation
China Leads Global AI Patent Applications

China Leads Global AI Patent Applications

China continues to lead global patent applications, with AI and other core technology areas highlighted as key strengths. Global patent filings reached 3.72 million in 2024, more than double the 1.7 million recorded in 2005, while Japan’s share declined from 25% to 8%.

cnBeta (Full RSS)Media1h ago#patent-landscape
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