We used HFlow to evaluate the latest open weights VLMs for processing egocentric data

Excerpt

We used HFlow to evaluate the latest open weights VLMs for processing egocentric data. This was based on Build AI's Egocentric-10k evaluation , which used Gemini 2.5 Flash to measure hand visibility and active manipulation. We kept the same prompts and the same dataset, only varying the model. How much each model agreed with the original results: Gemini 2.5 Flash: 91.65% (baseline) GLM 5.3 Flash: 91.00% Gemma 4 26B-A4B: 90.87% Qwen 3.8 27B: 90.79% Inkling Small: 85.21% Gemma was the standout. It