gui360-cooperative-lora-rl-step25 – AI Model by Stevenshuqing | AlphaNeural AI

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Stevenshuqing/
gui360-cooperative-lora-rl-step25

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cooperative-lora

Stevenshuqing/gui360-balanced

Qwen/Qwen2.5-VL-7B-Instruct

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gui360-cooperative-lora-rl-step25

Cooperative LoRA after RL (GSPO) training. TSR=20.8%, StepSR=67.9%. Best LoRA result, 94% of full SFT performance with ~142M params.

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)	20.8%
StepSR (Step Success Rate)	67.9%
Progress	34.5%

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.