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  - lora
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  - finetune
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  - agent
 
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  Testing a QLoRA adaptor for [allenai/Molmo-7B-D-0924](https://huggingface.co/allenai/Molmo-7B-D-0924),
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  Evaluated on 44 screenshots of aforementioned video game
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  Comparison of Model performance with and without QLora on Eval dataset
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  |Model| Molmo-7B-D | Molmo-7B-D w/ QLora |
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  |----------|------|------|
 
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  - lora
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  - finetune
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  - agent
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  ---
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  Testing a QLoRA adaptor for [allenai/Molmo-7B-D-0924](https://huggingface.co/allenai/Molmo-7B-D-0924),
 
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  Evaluated on 44 screenshots of aforementioned video game
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+ Molmo has an edge case where it declares there are no humans in an image:
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+ ![img1 (2)](https://cdn-uploads.huggingface.co/production/uploads/6367f8dd46919b9619bc7bf2/8zsuqnz-QCTamBDOgWGM-.png)
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+ This custom QLoRA successfully reduces the occurance of these cases
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+ ![img1 (1)](https://cdn-uploads.huggingface.co/production/uploads/6367f8dd46919b9619bc7bf2/-HENqZx5SiLYX35tx3ADs.png)
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+ However, pointing to non-human objects is observed to increase.
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  Comparison of Model performance with and without QLora on Eval dataset
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  |Model| Molmo-7B-D | Molmo-7B-D w/ QLora |
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  |----------|------|------|