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@@ -137,17 +137,16 @@ timing, transcription, overlap ratio, source utterance id).
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  - **Audio:** 16 kHz, mono, 16-bit PCM WAV
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  - **Mixtures:** 37,800 total — **30,000** train / **3,900** dev / **3,900** test
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- - **Speaker counts:** 2spk, 3spk, 4spk (equal share per split)
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  - **Total duration:** ≈ 82.5 h (train ≈ 65.4 h, dev ≈ 8.5 h, test ≈ 8.6 h)
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  - **Languages:** English (`ENG`) + Korean (`KOR`), including bilingual mixtures
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- - **Speakers:** 514 unique (322 EN + 192 KO), **speaker-disjoint** across splits
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  ---
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  ## Reliability & Verification
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- This dataset is designed for **trustworthy evaluation**. The following properties are
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- programmatically verified by `dataset_audio.py` (raw log: `dataset_audio.0905.log`).
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  ### 1. Speaker-disjoint splits
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@@ -178,13 +177,13 @@ distribution.
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  Overlap is not concentrated at one difficulty. Mixtures span the full range from
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  clean (no overlap) to fully overlapped, with the harder end growing as speaker count
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- increases (2→4 spk), which is the expected and desired behaviour.
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  <img src="./figure/overlap_distribution.png" width="70%">
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  ### 4. Complete, machine-readable metadata
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- Every mixture has a paired JSON with per-speaker ground truth (see schema below),
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  enabling exact, reproducible analysis of language / gender / overlap / timing.
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  ---
@@ -198,7 +197,7 @@ KO-only mixtures remain represented at every count:
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  Across the 514 unique speakers, the male / female balance is:
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- <img src="./figure/gender_ratio.png" width="70%">
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  ---
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@@ -207,11 +206,11 @@ Across the 514 unique speakers, the male / female balance is:
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  ```
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  Librittsr-KOR-n/
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  ├── train/ {2spk,3spk,4spk}/
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- │ ├── raw/ <mixture_id>.wav # 16 kHz mono mixture
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- │ └── json/ <mixture_id>.json # per-mixture ground-truth metadata
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  ├── dev/ {2spk,3spk,4spk}/ {raw,json}/
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  ├── test/ {2spk,3spk,4spk}/ {raw,json}/
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- └── scp/ {2spk,3spk,4spk}/ # Kaldi-style file lists
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  ```
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  **Filename convention.** A mixture filename is the concatenation of its source
@@ -273,7 +272,7 @@ root = "path/to/Librittsr-KOR-n"
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  split, spk = "test", "2spk"
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  for wav in sorted(glob.glob(f"{root}/{split}/{spk}/raw/*.wav")):
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- audio, sr = sf.read(wav) # 16 kHz mono mixture
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  meta = json.load(open(wav.replace("/raw/", "/json/").replace(".wav", ".json")))
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  n_src = meta["speaker_count"]
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  overlap = meta["overlapped_ratio"]
@@ -288,8 +287,7 @@ for wav in sorted(glob.glob(f"{root}/{split}/{spk}/raw/*.wav")):
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  This dataset is derived from multiple sources with **different licenses**:
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  - **English audio** originates from **LibriTTS-R** (CC BY 4.0).
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- - **Korean audio** originates from a Korean read-speech corpus — **confirm and state
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- its license before public release.**
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  Because of these mixed terms the top-level tag is set to `other`. Please verify the
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  Korean-source license and update this section (and the `license`/`license_name` fields)
 
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  - **Audio:** 16 kHz, mono, 16-bit PCM WAV
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  - **Mixtures:** 37,800 total — **30,000** train / **3,900** dev / **3,900** test
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+ - **Speaker counts:** 2spk, 3spk, 4spk
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  - **Total duration:** ≈ 82.5 h (train ≈ 65.4 h, dev ≈ 8.5 h, test ≈ 8.6 h)
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  - **Languages:** English (`ENG`) + Korean (`KOR`), including bilingual mixtures
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+ - **Speakers:** 514 speakers
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  ---
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  ## Reliability & Verification
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+ This dataset is designed for **trustworthy evaluation**.
 
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  ### 1. Speaker-disjoint splits
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  Overlap is not concentrated at one difficulty. Mixtures span the full range from
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  clean (no overlap) to fully overlapped, with the harder end growing as speaker count
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+ increases (2-4 spk), which is the expected and desired behaviour.
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  <img src="./figure/overlap_distribution.png" width="70%">
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  ### 4. Complete, machine-readable metadata
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+ Every mixture has a paired JSON with per-speaker ground truth,
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  enabling exact, reproducible analysis of language / gender / overlap / timing.
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  ---
 
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  Across the 514 unique speakers, the male / female balance is:
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+ <img src="./figure/gender_ratio.png" width="60%">
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  ---
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  ```
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  Librittsr-KOR-n/
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  ├── train/ {2spk,3spk,4spk}/
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+ │ ├── raw/ <mixture_id>.wav
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+ │ └── json/ <mixture_id>.json
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  ├── dev/ {2spk,3spk,4spk}/ {raw,json}/
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  ├── test/ {2spk,3spk,4spk}/ {raw,json}/
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+ └── scp/ {2spk,3spk,4spk}/
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  ```
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  **Filename convention.** A mixture filename is the concatenation of its source
 
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  split, spk = "test", "2spk"
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  for wav in sorted(glob.glob(f"{root}/{split}/{spk}/raw/*.wav")):
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+ audio, sr = sf.read(wav)
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  meta = json.load(open(wav.replace("/raw/", "/json/").replace(".wav", ".json")))
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  n_src = meta["speaker_count"]
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  overlap = meta["overlapped_ratio"]
 
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  This dataset is derived from multiple sources with **different licenses**:
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  - **English audio** originates from **LibriTTS-R** (CC BY 4.0).
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+ - **Korean audio** originates from a Multi-speaker Speech Synthesis Data by National Information Society Agency (NIA)
 
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  Because of these mixed terms the top-level tag is set to `other`. Please verify the
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  Korean-source license and update this section (and the `license`/`license_name` fields)