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osunlp
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UGround-V1-2B

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PyTorch
Safetensors
English
qwen2_vl
multimodal
conversational
text-generation-inference
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@@ -25,38 +25,33 @@ UGround is a strong GUI visual grounding model trained with a simple recipe. Che
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  ## Models
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- - Initial UGround-V1: https://huggingface.co/osunlp/UGround
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- - UGround-V1-2B (Qwen2-VL): https://huggingface.co/osunlp/UGround-V1-2B
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- - UGround-V1-7B (Qwen2-VL): https://huggingface.co/osunlp/UGround-V1-7B
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- - UGround-V1-72B (Qwen2-VL): Coming Soon
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- - UGround-V1.1-2B (Qwen2-VL): Coming Soon
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- - UGround-V1.1-7B (Qwen2-VL): Coming Soon
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- - UGround-V1.1-72B (Qwen2-VL): Coming Soon
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  ## Release Plan
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- - [x] Model Weights
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- - [x] Initial V1 (the one used in the paper)
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- - [x] Qwen2-VL-based V1
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  - [x] 2B
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  - [x] 7B
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- - [ ] 72B
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- - [ ] V1.1
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- - [ ] Code
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- - [x] Inference Code of UGround
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- - [x] Offline Experiments
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- - [x] Screenspot (along with referring expressions generated by GPT-4/4o)
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  - [x] Multimodal-Mind2Web
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  - [x] OmniAct
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- - [ ] Android Control
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- - [ ] Online Experiments
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- - [ ] Mind2Web-Live-SeeAct-V
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- - [ ] AndroidWorld-SeeAct-V
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- - [ ] Data-V1
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- - [ ] Data Examples
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- - [ ] Data Construction Scripts
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- - [ ] Guidance of Open-source Data
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- - [ ] Data-V1.1
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  - [x] Online Demo (HF Spaces)
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@@ -70,30 +65,40 @@ UGround is a strong GUI visual grounding model trained with a simple recipe. Che
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6500870f1e14749e84f8f887/hVwF_cOjLiUF0W0VUyxtp.png)
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- | ScreenSpot (Standard) | Arch | SFT data | Mobile-Text | Mobile-Icon | Desktop-Text | Desktop-Icon | Web-Text | Web-Icon | Avg |
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- | ------------------------ | ---------------- | ------------------ | ----------- | ----------- | ------------ | ------------ | ---------- | ---------- | ---------- |
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- | Groma | Groma | | 10.3 | 2.6 | 4.6 | 4.3 | 5.7 | 3.4 | 5.2 |
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- | Qwen-VL | Qwen-VL | | 9.5 | 4.8 | 5.7 | 5.0 | 3.5 | 2.4 | 5.2 |
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- | MiniGPT-v2 | MiniGPT-v2 | | 8.4 | 6.6 | 6.2 | 2.9 | 6.5 | 3.4 | 5.7 |
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- | GPT-4 | | | 22.6 | 24.5 | 20.2 | 11.8 | 9.2 | 8.8 | 16.2 |
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- | GPT-4o | | | 20.2 | 24.9 | 21.1 | 23.6 | 12.2 | 7.8 | 18.3 |
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- | Fuyu | Fuyu | | 41.0 | 1.3 | 33.0 | 3.6 | 33.9 | 4.4 | 19.5 |
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- | Qwen-GUI | Qwen-VL | GUICourse | 52.4 | 10.9 | 45.9 | 5.7 | 43.0 | 13.6 | 28.6 |
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- | Qwen2-VL | Qwen2-VL | | 61.3 | 39.3 | 52.0 | 45.0 | 33.0 | 21.8 | 42.1 |
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- | SeeClick | Qwen-VL | SeeClick | 78.0 | 52.0 | 72.2 | 30.0 | 55.7 | 32.5 | 53.4 |
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- | OS-Atlas-Base-4B | InternVL | OS-Atlas | 85.7 | 58.5 | 72.2 | 45.7 | 82.6 | 63.1 | 68.0 |
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- | UGround-V1 | LLaVA-UGround-V1 | UGround-V1 | 82.8 | 60.3 | 82.5 | 63.6 | 80.4 | 70.4 | 73.3 |
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- | Iris | Iris | SeeClick | 85.3 | 64.2 | 86.7 | 57.5 | 82.6 | 71.2 | 74.6 |
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- | ShowUI-G | ShowUI | ShowUI | 91.6 | 69.0 | 81.8 | 59.0 | 83.0 | 65.5 | 75.0 |
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- | ShowUI | ShowUI | ShowUI | 92.3 | 75.5 | 76.3 | 61.1 | 81.7 | 63.6 | 75.1 |
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- | UGround-V1-2B (Qwen2-VL) | Qwen2-VL | UGround-V1 | 89.4 | 72.0 | 88.7 | 65.7 | 81.3 | 68.9 | 77.7 |
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- | Aguvis-G-7B | Qwen2-VL | Aguvis-Stage-1 | 88.3 | 78.2 | 88.1 | 70.7 | 85.7 | 74.8 | 81.0 |
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- | OS-Atlas-Base-7B | Qwen2-VL | OS-Atlas | 93.0 | 72.9 | 91.8 | 62.9 | 90.9 | 74.3 | 81.0 |
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- | Aria-UI | Aria | Aria-UI | 92.3 | 73.8 | 93.3 | 64.3 | 86.5 | 76.2 | 81.1 |
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- | Aguvis-7B | Qwen2-VL | Aguvis-Stage-1&2 | **95.6** | 77.7 | 93.8 | 67.1 | 88.3 | 75.2 | 83.0 |
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- | UGround-V1-7B (Qwen2-VL) | Qwen2-VL | UGround-V1 | 93.0 | **79.9** | **93.8** | **76.4** | **90.9** | **84.0** | **86.3** |
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- | *AGUVIS-72B* | *Qwen2-VL* | *Aguvis-Stage-1&2* | ***94.5*** | ***85.2*** | *95.4* | *77.9* | *91.3* | ***85.9*** | *88.4* |
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- | *UGround-V1-72B-Preview* | *Qwen2-VL* | *UGround-V1* | ***94.5*** | *82.1* | ***95.9*** | ***82.9*** | ***93.0*** | ***85.9*** | ***89.2*** |
 
 
 
 
 
 
 
 
 
 
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  ### GUI Visual Grounding: ScreenSpot (Agent Setting)
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  ## Models
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+ - Model-V1:
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+ - [Initial UGround](https://huggingface.co/osunlp/UGround):
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+ - [UGround-V1-2B (Qwen2-VL)](https://huggingface.co/osunlp/UGround-V1-2B)
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+ - [UGround-V1-7B (Qwen2-VL)](https://huggingface.co/osunlp/UGround-V1-7B)
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+ - [UGround-V1-72B (Qwen2-VL)](https://huggingface.co/osunlp/UGround-V1-72B)
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+ - [Training Data](https://huggingface.co/osunlp/UGround)
 
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  ## Release Plan
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+ - [x] [Model Weights](https://huggingface.co/collections/osunlp/uground-677824fc5823d21267bc9812)
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+ - [x] Initial Version (the one used in the paper)
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+ - [x] Qwen2-VL-Based V1
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  - [x] 2B
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  - [x] 7B
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+ - [x] 72B
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+ - [x] Code
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+ - [x] Inference Code of UGround (Initial & Qwen2-VL-Based
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+ - [x] Offline Experiments (Code, Results, and Useful Resources)
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+ - [x] ScreenSpot (along with referring expressions generated by GPT-4/4o)
 
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  - [x] Multimodal-Mind2Web
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  - [x] OmniAct
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+ - [x] Android Control
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+ - [x] Online Experiments
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+ - [x] Mind2Web-Live-SeeAct-V
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+ - [x] [AndroidWorld-SeeAct-V](https://github.com/boyugou/android_world_seeact_v)
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+ - [x] Data Synthesis Pipeline (Coming Soon)
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+ - [x] Training-Data (V1)
 
 
 
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  - [x] Online Demo (HF Spaces)
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6500870f1e14749e84f8f887/hVwF_cOjLiUF0W0VUyxtp.png)
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+ | ScreenSpot (Standard) | Arch | SFT data | Mobile-Text | Mobile-Icon | Desktop-Text | Desktop-Icon | Web-Text | Web-Icon | Avg |
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+ | ------------------------------- | ---------------- | ------------------ | ----------- | ----------- | ------------ | ------------ | -------- | -------- | -------- |
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+ | InternVL-2-4B | InternVL-2 | | 9.2 | 4.8 | 4.6 | 4.3 | 0.9 | 0.1 | 4.0 |
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+ | Groma | Groma | | 10.3 | 2.6 | 4.6 | 4.3 | 5.7 | 3.4 | 5.2 |
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+ | Qwen-VL | Qwen-VL | | 9.5 | 4.8 | 5.7 | 5.0 | 3.5 | 2.4 | 5.2 |
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+ | MiniGPT-v2 | MiniGPT-v2 | | 8.4 | 6.6 | 6.2 | 2.9 | 6.5 | 3.4 | 5.7 |
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+ | GPT-4 | | | 22.6 | 24.5 | 20.2 | 11.8 | 9.2 | 8.8 | 16.2 |
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+ | GPT-4o | | | 20.2 | 24.9 | 21.1 | 23.6 | 12.2 | 7.8 | 18.3 |
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+ | Fuyu | Fuyu | | 41.0 | 1.3 | 33.0 | 3.6 | 33.9 | 4.4 | 19.5 |
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+ | Qwen-GUI | Qwen-VL | GUICourse | 52.4 | 10.9 | 45.9 | 5.7 | 43.0 | 13.6 | 28.6 |
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+ | Ferret-UI-Llama8b | Ferret-UI | | 64.5 | 32.3 | 45.9 | 11.4 | 28.3 | 11.7 | 32.3 |
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+ | Qwen2-VL | Qwen2-VL | | 61.3 | 39.3 | 52.0 | 45.0 | 33.0 | 21.8 | 42.1 |
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+ | CogAgent | CogAgent | | 67.0 | 24.0 | 74.2 | 20.0 | 70.4 | 28.6 | 47.4 |
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+ | SeeClick | Qwen-VL | SeeClick | 78.0 | 52.0 | 72.2 | 30.0 | 55.7 | 32.5 | 53.4 |
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+ | OS-Atlas-Base-4B | InternVL-2 | OS-Atlas | 85.7 | 58.5 | 72.2 | 45.7 | 82.6 | 63.1 | 68.0 |
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+ | OmniParser | | | 93.9 | 57.0 | 91.3 | 63.6 | 81.3 | 51.0 | 73.0 |
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+ | **UGround** | LLaVA-UGround-V1 | UGround-V1 | 82.8 | **60.3** | 82.5 | **63.6** | 80.4 | **70.4** | **73.3** |
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+ | Iris | Iris | SeeClick | 85.3 | 64.2 | 86.7 | 57.5 | 82.6 | 71.2 | 74.6 |
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+ | ShowUI-G | ShowUI | ShowUI | 91.6 | 69.0 | 81.8 | 59.0 | 83.0 | 65.5 | 75.0 |
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+ | ShowUI | ShowUI | ShowUI | 92.3 | 75.5 | 76.3 | 61.1 | 81.7 | 63.6 | 75.1 |
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+ | Molmo-7B-D | | | 85.4 | 69.0 | 79.4 | 70.7 | 81.3 | 65.5 | 75.2 |
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+ | **UGround-V1-2B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 89.4 | 72.0 | 88.7 | 65.7 | 81.3 | 68.9 | 77.7 |
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+ | Molmo-72B | | | 92.7 | 79.5 | 86.1 | 64.3 | 83.0 | 66.0 | 78.6 |
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+ | Aguvis-G-7B | Qwen2-VL | Aguvis-Stage-1 | 88.3 | 78.2 | 88.1 | 70.7 | 85.7 | 74.8 | 81.0 |
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+ | OS-Atlas-Base-7B | Qwen2-VL | OS-Atlas | 93.0 | 72.9 | 91.8 | 62.9 | 90.9 | 74.3 | 81.0 |
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+ | Aria-UI | Aria | Aria-UI | 92.3 | 73.8 | 93.3 | 64.3 | 86.5 | 76.2 | 81.1 |
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+ | Claude (Computer-Use) | | | **98.2** | **85.6** | 79.9 | 57.1 | **92.2** | **84.5** | 82.9 |
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+ | Aguvis-7B | Qwen2-VL | Aguvis-Stage-1&2 | 95.6 | 77.7 | **93.8** | 67.1 | 88.3 | 75.2 | 83.0 |
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+ | Project Mariner | | | | | | | | | 84.0 |
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+ | **UGround-V1-7B (Qwen2-VL)** | Qwen2-VL | UGround-V1 | 93.0 | 79.9 | **93.8** | **76.4** | 90.9 | 84.0 | **86.3** |
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+ | *AGUVIS-72B* | *Qwen2-VL* | *Aguvis-Stage-1&2* | *94.5* | *85.2* | *95.4* | *77.9* | *91.3* | *85.9* | *88.4* |
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+ | ***UGround-V1-72B (Qwen2-VL)*** | *Qwen2-VL* | *UGround-V1* | *94.1* | *83.4* | *94.9* | *85.7* | *90.4* | *87.9* | *89.4* |
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  ### GUI Visual Grounding: ScreenSpot (Agent Setting)
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