gui360-fullparam-sft-step250

Full-parameter SFT on GUI-360 balanced 2K data (Qwen2.5-VL-7B-Instruct). TSR=22.2%, StepSR=69.3%. Best overall. ~epoch 3.7, LLaMA-Factory+ZeRO-3.

Base Model

• Qwen2.5-VL-7B-Instruct

Training Data

• GUI-360 balanced 2K episodes (17,264 steps)
• Action types: click, type, swipe (balanced sampling)

Evaluation (GUI-360 test 1K balanced)

Metric	Value
TSR (Task Success Rate)	22.2%
StepSR (Step Success Rate)	69.3%
Progress	35.3%

Full Ranking

#	Method	TSR	Params
1	Full-param SFT step-250	22.2%	7.6B
2	V15 Cooperative RL step-25	20.8%	~142M
3	PEFT Cooperative r=128 (SVD)	18.6%	~67M
4	PEFT Standard r=128 (SVD)	18.1%	~67M
5	Base model (zero-shot)	2.4%	—

Citation

Part of the Cooperative LoRA research for GUI agents.