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@@ -118,26 +118,38 @@ The SFT stage fine-tunes Qwen2.5-VL-7B-Instruct on the GeoMTVR dataset to obtain
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  | Dependency | Source | Notes |
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  |------------|--------|-------|
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  | **Qwen2.5-VL-7B-Instruct** | [🤗 Qwen/Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) | Base model |
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- | **GeoMTVR dataset** | *(To be released)* | Multi-tool visual reasoning dataset |
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  | **LLaMA-Factory** | `pip install llamafactory` | Training framework used by the SFT script |
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  Place the base model at a local path, e.g., `/path/to/models/Qwen2.5-VL-7B-Instruct`.
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- ### Step 2: Prepare Dataset
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- The GeoMTVR dataset should be organized in LLaMA-Factory format under a single dataset directory:
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ```
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  /path/to/geomtvr-data/
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- super_accepted_or_route_3img_summary_cold_start/
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- train.json
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- images/
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- lrs_gro_zoom_strict_superstyle_cold_start/
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- train.json
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- images/
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- route_visual_accepted_388_superstyle_cold_start/
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- train.json
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- images/
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  dataset_info.json
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  ```
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  | Dependency | Source | Notes |
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  |------------|--------|-------|
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  | **Qwen2.5-VL-7B-Instruct** | [🤗 Qwen/Qwen2.5-VL-7B-Instruct](https://huggingface.co/Qwen/Qwen2.5-VL-7B-Instruct) | Base model |
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+ | **GeoMTVR dataset** | [🤗 NaOHjiang/GeoMTVR](https://huggingface.co/datasets/NaOHjiang/GeoMTVR) | Multi-tool visual reasoning dataset (13K samples) |
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  | **LLaMA-Factory** | `pip install llamafactory` | Training framework used by the SFT script |
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  Place the base model at a local path, e.g., `/path/to/models/Qwen2.5-VL-7B-Instruct`.
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+ ### Step 2: Download and Prepare Dataset
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+ Download the GeoMTVR dataset from [HuggingFace](https://huggingface.co/datasets/NaOHjiang/GeoMTVR). The repository contains annotation files (`dataset_info.json` + 3 JSONL files) and image chunks:
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+
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+ ```bash
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+ # Download the dataset repository
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+ git lfs clone https://huggingface.co/datasets/NaOHjiang/GeoMTVR
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+
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+ # Or download files manually via the web interface (see "Files" tab)
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+
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+ # Merge and extract the image archive
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+ cd GeoMTVR
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+ cat images/geomtvr_images_chunk_*.tar.part > geomtvr_images.tar
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+ tar xf geomtvr_images.tar
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+ ```
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+
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+ Organize the extracted data into a single dataset directory (LLaMA-Factory format):
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  ```
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  /path/to/geomtvr-data/
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+ cold_start/
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+ super_accepted_or_route.3img_summary.jsonl
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+ zoom_results.visual.qa.with_aux.full.strict_superstyle.jsonl
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+ route_visual_accepted_388.superstyle_sft.jsonl
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+ images/
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+ aux_images/...
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+ vqa_results/...
 
 
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  dataset_info.json
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  ```
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