▲ TokForge Leaderboard

What can a phone with the ums512_1h10 chip run?

Runs Under 2B models at a usable speed.

Size class	Fastest proven model	Backend	Decode t/s	Feels like	RAM	On device
Under 2B	Qwen3.5-0.8B-MNN	cpu · MNN	12.9	usable speed	6 GB class	motorola moto g(20)

Speed guide: 15+ tokens/sec reads comfortably, 8 to 15 is usable, under 8 feels slow. RAM shows the memory class of the phone that posted the score. All numbers are real benchmark submissions, best per model.

← full leaderboard · API: /v1/board · tokforge.ai