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@@ -40,6 +40,17 @@ The dataset is **manually annotated by trained experts** and provides fine-grain
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  | **Domains** | Tutoring, Social Chat |
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  | **Annotation** | Expert human annotation |
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  ## Dataset Statistics
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  <p align="center">
@@ -144,7 +155,7 @@ for seg in anno["instances"]:
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  ```bibtex
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  @article{wang2026duoconv,
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  title = {DuoConv: Large-Scale Chinese Full-Duplex Speech Datasets for Conversational AI},
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- author = {Chengyou Wang and Chunjiang He and Bo Wu and Yuyu Ji and Jimeng Zheng and Ruofei Chen and Lei Xie},
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  journal = {arXiv preprint arXiv:0000.00000},
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  year = {2026},
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  note = {Placeholder; paper forthcoming}
@@ -152,6 +163,7 @@ for seg in anno["instances"]:
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  ```
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  ## Contact
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  [jimz@qualialabs.ai](mailto:jimz@qualialabs.ai)
 
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  | **Domains** | Tutoring, Social Chat |
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  | **Annotation** | Expert human annotation |
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+ ## Domains & Directory Layout
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+
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+ After download, each conversation is stored under a **top-level folder** whose name indicates the scenario. Match the folder prefix to the domain:
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+
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+ | Scenario | Folder prefix | Example |
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+ | :--- | :--- | :--- |
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+ | **Tutoring** | starts with `edu` or `Edu` | `Edu_20240101_001/` |
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+ | **Social Chat** | starts with `none_Edu` | `none_Edu_20240101_001/` |
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+
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+ Within each folder you will find paired multi-channel audio (`.wav`) and annotation (`.json`) files. The same naming convention applies to both SmoothConv and DuplexConv.
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+
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  ## Dataset Statistics
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  <p align="center">
 
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  ```bibtex
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  @article{wang2026duoconv,
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  title = {DuoConv: Large-Scale Chinese Full-Duplex Speech Datasets for Conversational AI},
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+ author = {Chengyou Wang and Chunjiang He and Zhou Zhu and Lei Xie},
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  journal = {arXiv preprint arXiv:0000.00000},
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  year = {2026},
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  note = {Placeholder; paper forthcoming}
 
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  ```
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+
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  ## Contact
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  [jimz@qualialabs.ai](mailto:jimz@qualialabs.ai)