flin775/GroundNext-7B-V0-AWQ

This is the AWQ model of GroundNext-7B-V0, which runs on lower VRAM(e.g. 12G). GroundNext-7B-V0 is the GUI agent model trained on large-scaled, human-expert-annoated desktop application dataset.

Perforamnce

Desktop Grounding Benchmarks

	Qwen2.5-VL-7B	UI-TARS-72B	GroundNext-7B-V0
ScreenSpot-Pro	29.7	38.1	52.9
OSWorld-G	42.7	57.1	67.7
UI-Vision	16.5	25.5	60.3
Avg (Desktop)	29.6	40.2	60.3

Cross-Platform Generalization (Desktop, Mobile & Web)

	Qwen2.5-VL-7B	UI-TARS-72B	GroundNext-7B-V0
MMBench-GUI	33.9	74.3	81.1
ScreenSpot-v2	88.8	90.3	90.4
Avg (Mobile/Web)	61.4	82.3	85.8

Agentic Performance on OSWorld

When combined with OpenAI o3 for reasoning, GroundNext-7B-V0 demonstrates strong end-to-end computer use capabilities:

Model	OS	Office	Daily	Pro	Workflow	Overall
OpenAI o3	62.5	14.5	21.4	38.8	16.5	23.0
CUA	23.9	34.6	55.1	18.3	18.3	31.4
OpenCUA-72B	58.3	47.0	53.8	73.5	20.4	46.1
UI-TARS-1.5-7B	33.3	29.9	37.9	53.1	9.1	29.6
JEDI-7B w/ o3	50.0	46.1	61.9	75.5	35.3	51.0
GroundNext-3B w/ o3	62.5	47.0	55.0	73.5	36.5	50.6

Deployment with VLLM

vllm serve flin775/GroundNext-7B-V0-AWQ \
  --max-num-seqs 8 \
  --max_model_len 20608 \
  --gpu-memory-utilization 0.85