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@@ -30,7 +30,6 @@ To build this dataset, the following methodology was used:
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  3. **Mixing Strategy**:
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  - Speech can be **longer or shorter than the humming segment**.
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  - Speech is **randomly inserted** at different timestamps in the humming audio.
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- - In some cases, speech can **overlap entirely with the humming**, or be **longer than the entire humming segment**.
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  - Speech timestamps were carefully annotated to facilitate supervised learning.
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@@ -40,7 +39,7 @@ The dataset includes the following metadata columns:
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  | Column Name | Description |
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  |----------------------------------|-------------|
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  | `humming_song` | The song or source from which the humming was derived. |
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- | `humming_Interpreter` | The individual or source providing the humming. More data in [`MLEndHWD_Interpreter_Demographics.csv`](https://huggingface.co/datasets/CuriousMonkey7/HumSpeechBlend/blob/main/MLEndHWD_Interpreter_Demographics.csv) |
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  | `humming_audio_used` | humming audio path in the original dataset. |
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  | `humming_transcript` | Transcription of the humming from whisper-large-v3-turbo. |
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  | `globalrecordings_audio_used` | Speech segment sourced from Global Recordings Network. |
@@ -81,7 +80,7 @@ If you use this dataset, please cite it accordingly.
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  ```
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  @dataset{HumSpeechBlend,
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  author = {Sourabh Saini},
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- title = {HumVAD: Humming vs Speech Dataset},
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  year = {2025},
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  publisher = {Hugging Face},
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  url = {https://huggingface.co/datasets/CuriousMonkey7/HumSpeechBlend}
 
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  3. **Mixing Strategy**:
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  - Speech can be **longer or shorter than the humming segment**.
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  - Speech is **randomly inserted** at different timestamps in the humming audio.
 
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  - Speech timestamps were carefully annotated to facilitate supervised learning.
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  | Column Name | Description |
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  |----------------------------------|-------------|
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  | `humming_song` | The song or source from which the humming was derived. |
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+ | `humming_Interpreter` | The individual or source providing the humming. More info in [`MLEndHWD_Interpreter_Demographics.csv`](https://huggingface.co/datasets/CuriousMonkey7/HumSpeechBlend/blob/main/MLEndHWD_Interpreter_Demographics.csv) |
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  | `humming_audio_used` | humming audio path in the original dataset. |
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  | `humming_transcript` | Transcription of the humming from whisper-large-v3-turbo. |
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  | `globalrecordings_audio_used` | Speech segment sourced from Global Recordings Network. |
 
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  ```
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  @dataset{HumSpeechBlend,
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  author = {Sourabh Saini},
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+ title = {HumSpeechBlend: Humming vs Speech Dataset},
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  year = {2025},
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  publisher = {Hugging Face},
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  url = {https://huggingface.co/datasets/CuriousMonkey7/HumSpeechBlend}