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@@ -81,11 +81,12 @@ Script is retrieved from [here](https://gist.github.com/seastar105/d1d8983b27611
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  Compared to [Phi-4-mm-inst-zeroth-kor](https://huggingface.co/seastar105/Phi-4-mm-inst-zeroth-kor) and [Phi-4-multimodal-finetune-ko-speech](https://huggingface.co/daekeun-ml/Phi-4-multimodal-finetune-ko-speech), ASR is significantly improved.
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- | Model | zeroth-test | fleurs-ko2en | fleurs-ko2en-cot | fleurs-en2ko | fleurs-en2ko-cot |
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- |----------------------|-------------|--------------|------------------|--------------|------------------|
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- | original | 198.32 | 5.63 | 2.42 | 6.86 | 4.17 |
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- | daekeun-ml/Phi-4-multimodal-finetune-ko-speech| 3.80 | 7.03 | 7.04 | 12.50 | 9.54 |
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- | seastar105/Phi-4-mm-inst-zeroth-kor | 7.02 | 7.07 | 9.19 | 13.08 | 9.35 |
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- | ASR finetune (this model)| 1.31 | 7.46 | 6.24 | 12.15 | 8.91 |
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- | + AST finetune with (AST)[https://huggingface.co/datasets/junnei/covost2]| 3.88 | 8.07 | 10.09 | 18.82 | 15.41 |
 
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  Compared to [Phi-4-mm-inst-zeroth-kor](https://huggingface.co/seastar105/Phi-4-mm-inst-zeroth-kor) and [Phi-4-multimodal-finetune-ko-speech](https://huggingface.co/daekeun-ml/Phi-4-multimodal-finetune-ko-speech), ASR is significantly improved.
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+ | Model | zeroth-CER | zeroth-WER | fleurs-ko2en | fleurs-ko2en-cot | fleurs-en2ko | fleurs-en2ko-cot |
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+ |----------------------|-------------|------------|--------------|------------------|--------------|------------------|
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+ | original | 198.32 | - | 5.63 | 2.42 | 6.86 | 4.17 |
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+ | daekeun-ml/Phi-4-multimodal-finetune-ko-speech| 1.61 | 3.54 | 7.67 | 8.38 | 12.31 | 9.69 |
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+ | seastar105/Phi-4-mm-inst-zeroth-kor | 7.02 | - |7.07 | 9.19 | 13.08 | 9.35 |
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+ | **ASR finetune (this model)**| **1.31** | - |7.46 | 6.24 | 12.15 | 8.91 |
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+ | + 1 epoch finetune with [Covost-Ko](https://huggingface.co/datasets/junnei/covost2-ko)| 3.88 | - | **8.07** | **10.09** | **18.82** | **15.41** |
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+ | [**AST finetuned model**](https://huggingface.co/junnei/Phi-4-multimodal-instruct-ko-speech/tree/main)| **1.77** | **2.99** | **8.01** | **9.09** | **17.09** | **11.82** |
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