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@@ -22,10 +22,22 @@ I will create a synthetic small dataset for demonstration and test it on current
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  ## πŸ€– Dataset Creation
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  I took a sample image from https://arxiv.org/pdf/2604.00416 and used gemini & seeddance 2.0 to create a small synthetic benchmark for a narrow space. Later I annotated it with possible human actions. Although it doesn’t entirely represent real scenarios in Dhaka or Delhi, it’s a start. I selected cosmos3 to test this dataset.
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- Prompt β€œ Which way should the robot go to not collide with the incoming subject?”
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- ## 🎯 Analysis of Qwen3-4B's errors
 
 
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  | name | type | prompt | | answer |
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  |--------|-------|--------------------------------|---|------------------------------------------------------|
@@ -45,7 +57,7 @@ Prompt β€œ Which way should the robot go to not collide with the incoming subjec
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- ## πŸ“‚ Dataset required to fine-tuned Qwen3-4B
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  | human_answer | cosmos_direction | human_direction | similarity_score_0_5 |
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  |------------------------------------------------------|---------------------------|--------------------------------|----------------------|
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  | The robot should go to left. | forward | left | 1 |
@@ -61,8 +73,10 @@ Prompt β€œ Which way should the robot go to not collide with the incoming subjec
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  | The robot should walk straight and go right. | forward (through doorway) | straight + right | 3 |
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  | The robot should halt and let the pregnant lady go. | forward (through door) | halt and let pregnant lady go | 0 |
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- ## πŸ”— Inference on Dataset
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  ```python
 
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  ## πŸ€– Dataset Creation
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  I took a sample image from https://arxiv.org/pdf/2604.00416 and used gemini & seeddance 2.0 to create a small synthetic benchmark for a narrow space. Later I annotated it with possible human actions. Although it doesn’t entirely represent real scenarios in Dhaka or Delhi, it’s a start. I selected cosmos3 to test this dataset.
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+ Prompt β€œwhich way should the robot go?”
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+ ## πŸ”— Dataset's filestucture
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+ ```bash
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+ .
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+ β”œβ”€β”€ images/
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+ β”œβ”€β”€ videos/
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+ β”œβ”€β”€ .gitattributes
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+ β”œβ”€β”€ README.md
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+ β”œβ”€β”€ cosmos_vs_human_scores.csv
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+ └── poster.jpg
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+ ```
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+
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+
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+ ## 🎯 Human annotated Dataset
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  | name | type | prompt | | answer |
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  |--------|-------|--------------------------------|---|------------------------------------------------------|
 
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+ ## πŸ“‚ Similarity results (Human vs Physical AI model)
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  | human_answer | cosmos_direction | human_direction | similarity_score_0_5 |
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  |------------------------------------------------------|---------------------------|--------------------------------|----------------------|
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  | The robot should go to left. | forward | left | 1 |
 
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  | The robot should walk straight and go right. | forward (through doorway) | straight + right | 3 |
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  | The robot should halt and let the pregnant lady go. | forward (through door) | halt and let pregnant lady go | 0 |
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+ ## Evaluation
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+
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+ ## πŸ”— Codes
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  ```python