1 source filed · EN 1
Task: find entities in long structured documents and label them from a fixed set; scored per tenant with F1.
75.47 to 83.10average F1 across nine tenants, base vs fine-tuned Qwen3-235B-A22B
1 source filed · EN 1
On an RTX 5070 (12 GB), Ryzen 5 7600, 64 GB RAM: 94 tokens/s answer speed and 2,650 tokens/s prompt reading at Q20; 53 tokens/s and 1,620 tokens/s at IQ3S.
94 tokens/sanswer speed of the Q2_0 size on an RTX 5070 (12 GB) with 64 GB RAM
1 source filed · EN 1
The US "Winning the Race: America's AI Action Plan" (2025) treats open models as having "geostrategic value"; China's "Global AI Governance Action Plan" frames open source as global sharing aimed at the Global South.
nearly 1,000%growth in DeepSeek model downloads on model-sharing platforms since R1's release in January 2025 (US CAISI)