Duplicate from ByteDance-Seed/UI-TARS-1.5-7B

Co-authored-by: Fang <[email protected]>

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README.md

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+
+---
+license: apache-2.0
+language:
+- en
+pipeline_tag: image-text-to-text
+tags:
+- multimodal
+- gui
+library_name: transformers
+---
+
+
+# UI-TARS-1.5 Model
+
+We shared the latest progress of the UI-TARS-1.5 model in [our blog](https://seed-tars.com/1.5/), which excels in playing games and performing GUI tasks.
+
+## Introduction
+
+UI-TARS-1.5, an open-source multimodal agent built upon a powerful vision-language model. It is capable of effectively performing diverse tasks within virtual worlds.
+
+Leveraging the foundational architecture introduced in [our recent paper](https://arxiv.org/abs/2501.12326), UI-TARS-1.5 integrates advanced reasoning enabled by reinforcement learning. This allows the model to reason through its thoughts before taking action, significantly enhancing its performance and adaptability, particularly in inference-time scaling. Our new 1.5 version achieves state-of-the-art results across a variety of standard benchmarks, demonstrating strong reasoning capabilities and notable improvements over prior models.
+<!-- ![Local Image](figures/UI-TARS.png) -->
+<p align="center">
+    <video controls width="480">
+      <source src="https://huggingface.co/datasets/JjjFangg/Demo_video/resolve/main/GUI_demo.mp4" type="video/mp4">
+    </video>
+
+<p>
+<p align="center">
+    <video controls width="480">
+      <source src="https://huggingface.co/datasets/JjjFangg/Demo_video/resolve/main/Game_demo.mp4" type="video/mp4">
+    </video>
+<p>
+
+<!-- ![Local Image](figures/UI-TARS-vs-Previous-SOTA.png) -->
+Code: https://github.com/bytedance/UI-TARS
+
+Application: https://github.com/bytedance/UI-TARS-desktop
+
+## Performance
+**Online Benchmark Evaluation**
+| Benchmark type | Benchmark                                                                                                                                       | UI-TARS-1.5 | OpenAI CUA | Claude 3.7 | Previous SOTA       |
+|----------------|--------------------------------------------------------------------------------------------------------------------------------------------------|-------------|-------------|-------------|----------------------|
+| **Computer Use** | [OSworld](https://arxiv.org/abs/2404.07972) (100 steps)                                                                                        | **42.5**     | 36.4        | 28          | 38.1 (200 step)      |
+|                | [Windows Agent Arena](https://arxiv.org/abs/2409.08264) (50 steps)                                                                              | **42.1**     | -           | -           | 29.8                 |
+| **Browser Use**  | [WebVoyager](https://arxiv.org/abs/2401.13919)                                                                                                 | 84.8         | **87**      | 84.1        | 87                   |
+|                | [Online-Mind2web](https://arxiv.org/abs/2504.01382)                                                                                              | **75.8**     | 71          | 62.9        | 71                   |
+| **Phone Use**    | [Android World](https://arxiv.org/abs/2405.14573)                                                                                              | **64.2**     | -           | -           | 59.5                 |
+
+
+**Grounding Capability Evaluation**
+| Benchmark | UI-TARS-1.5 | OpenAI CUA | Claude 3.7 | Previous SOTA |
+|-----------|-------------|------------|------------|----------------|
+| [ScreensSpot-V2](https://arxiv.org/pdf/2410.23218) | **94.2** | 87.9 | 87.6 | 91.6 |
+| [ScreenSpotPro](https://arxiv.org/pdf/2504.07981v1) | **61.6** | 23.4 | 27.7 | 43.6 |
+
+
+
+**Poki Game**
+
+| Model       | [2048](https://poki.com/en/g/2048) | [cubinko](https://poki.com/en/g/cubinko) | [energy](https://poki.com/en/g/energy) | [free-the-key](https://poki.com/en/g/free-the-key) | [Gem-11](https://poki.com/en/g/gem-11) | [hex-frvr](https://poki.com/en/g/hex-frvr) | [Infinity-Loop](https://poki.com/en/g/infinity-loop) | [Maze:Path-of-Light](https://poki.com/en/g/maze-path-of-light) | [shapes](https://poki.com/en/g/shapes) | [snake-solver](https://poki.com/en/g/snake-solver) | [wood-blocks-3d](https://poki.com/en/g/wood-blocks-3d) | [yarn-untangle](https://poki.com/en/g/yarn-untangle) | [laser-maze-puzzle](https://poki.com/en/g/laser-maze-puzzle) | [tiles-master](https://poki.com/en/g/tiles-master) |
+|-------------|-----------|--------------|-------------|-------------------|-------------|---------------|---------------------|--------------------------|-------------|--------------------|----------------------|---------------------|------------------------|---------------------|
+| OpenAI CUA  | 31.04     | 0.00         | 32.80       | 0.00              | 46.27       | 92.25         | 23.08               | 35.00                    | 52.18       | 42.86              | 2.02                 | 44.56               | 80.00                  | 78.27               |
+| Claude 3.7  | 43.05     | 0.00         | 41.60       | 0.00              | 0.00        | 30.76         | 2.31                | 82.00                    | 6.26        | 42.86              | 0.00                 | 13.77               | 28.00                  | 52.18               |
+| UI-TARS-1.5 | 100.00    | 0.00         | 100.00      | 100.00            | 100.00      | 100.00        | 100.00              | 100.00                   | 100.00      | 100.00             | 100.00               | 100.00              | 100.00                 | 100.00              |
+
+
+**Minecraft**
+
+| Task Type   | Task Name           | [VPT](https://openai.com/index/vpt/) | [DreamerV3](https://www.nature.com/articles/s41586-025-08744-2) | Previous SOTA | UI-TARS-1.5 w/o Thought | UI-TARS-1.5 w/ Thought |
+|-------------|---------------------|----------|----------------|--------------------|------------------|-----------------|
+| Mine Blocks | (oak_log)               | 0.8      | 1.0            | 1.0                | 1.0              | 1.0             |
+|             | (obsidian)          | 0.0      | 0.0            | 0.0                | 0.2              | 0.3             |
+|             | (white_bed)               | 0.0      | 0.0            | 0.1                | 0.4              | 0.6             |
+|             | **200 Tasks Avg.**  | 0.06     | 0.03           | 0.32               | 0.35             | 0.42            |
+| Kill Mobs   | (mooshroom)            | 0.0      | 0.0            | 0.1                | 0.3              | 0.4             |
+|             | (zombie)            | 0.4      | 0.1            | 0.6                | 0.7              | 0.9             |
+|             | (chicken)          | 0.1      | 0.0            | 0.4                | 0.5              | 0.6             |
+|             | **100 Tasks Avg.**  | 0.04     | 0.03           | 0.18               | 0.25             | 0.31            |
+
+## Model Scale Comparison
+
+This table compares performance across different model scales of UI-TARS on the OSworld benchmark.
+
+| **Benchmark Type** | **Benchmark**                      | **UI-TARS-72B-DPO** | **UI-TARS-1.5-7B** | **UI-TARS-1.5** |
+|--------------------|------------------------------------|---------------------|--------------------|-----------------|
+| Computer Use       | [OSWorld](https://arxiv.org/abs/2404.07972)             | 24.6                | 27.5               | **42.5**        |
+| GUI Grounding      | [ScreenSpotPro](https://arxiv.org/pdf/2504.07981v1) | 38.1                | 49.6               | **61.6**        |
+
+The released UI-TARS-1.5-7B focuses primarily on enhancing general computer use capabilities and is not specifically optimized for game-based scenarios, where the UI-TARS-1.5 still holds a significant advantage.
+
+## What's next
+We are providing early research access to our top-performing UI-TARS-1.5 model to facilitate collaborative research. Interested researchers can contact us at [email protected].
+
+
+## Citation
+If you find our paper and model useful in your research, feel free to give us a cite.
+
+```BibTeX
+@article{qin2025ui,
+  title={UI-TARS: Pioneering Automated GUI Interaction with Native Agents},
+  author={Qin, Yujia and Ye, Yining and Fang, Junjie and Wang, Haoming and Liang, Shihao and Tian, Shizuo and Zhang, Junda and Li, Jiahao and Li, Yunxin and Huang, Shijue and others},
+  journal={arXiv preprint arXiv:2501.12326},
+  year={2025}
+}
+```

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+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- messages[0]['content'] }}\n    {%- else %}\n        {{- 'You are a helpful assistant.' }}\n    {%- endif %}\n    {{- \"\\n\\n# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0]['role'] == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n    {%- else %}\n        {{- '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) or (message.role == \"assistant\" and not message.tool_calls) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role }}\n        {%- if message.content %}\n            {{- '\\n' + message.content }}\n        {%- endif %}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n            {{- '\\n<tool_call>\\n{\"name\": \"' }}\n            {{- tool_call.name }}\n            {{- '\", \"arguments\": ' }}\n            {{- tool_call.arguments | tojson }}\n            {{- '}\\n</tool_call>' }}\n        {%- endfor %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}