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@@ -33,183 +33,6 @@ configs:
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  path: telugu/validation-*
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  - split: test
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  path: telugu/test-*
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- dataset_info:
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- - config_name: indian_english
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- features:
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- - name: audio
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- dtype:
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- audio:
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- sampling_rate: 24000
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- - name: text
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- dtype: string
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- - name: normalized_text
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- dtype: string
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- - name: language
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- dtype: string
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- - name: language_code
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- dtype: string
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- - name: emotion
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- dtype: string
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- - name: style
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- dtype: string
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- - name: emotion_confidence
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- dtype: float32
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- - name: tag_source
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- dtype: string
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- - name: speaker_id
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- dtype: string
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- - name: gender
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- dtype: string
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- - name: accent
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- dtype: string
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- - name: duration
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- dtype: float32
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- - name: snr_db
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- dtype: float32
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- - name: dnsmos_ovrl
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- dtype: float32
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- - name: dnsmos_sig
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- dtype: float32
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- - name: dnsmos_bak
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- dtype: float32
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- - name: dnsmos_pass
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- dtype: bool
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- - name: squim_stoi
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- dtype: float32
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- - name: squim_pesq
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- dtype: float32
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- - name: squim_sisdr
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- dtype: float32
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- - name: mms_align_score
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- dtype: float32
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- - name: overlap_flag
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- dtype: bool
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- - name: ser_emotion
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- dtype: string
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- - name: valence
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- dtype: float32
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- - name: arousal
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- dtype: float32
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- - name: dominance
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- dtype: float32
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- - name: topic
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- dtype: string
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- - name: llm_tts_suitable
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- dtype: float32
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- - name: source_video_id
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- dtype: string
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- - name: source_url
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- dtype: string
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- - name: source_channel
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- dtype: string
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- - name: license
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- dtype: string
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- - name: segment_start
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- dtype: float32
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- - name: segment_end
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- dtype: float32
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- - name: sample_rate
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- dtype: int32
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- splits:
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- - name: train
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- num_bytes: 78768129.0
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- num_examples: 144
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- - name: validation
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- num_bytes: 4354531.0
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- num_examples: 8
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- - name: test
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- num_bytes: 3860255.0
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- num_examples: 8
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- download_size: 86088473
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- dataset_size: 86982915.0
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- - config_name: telugu
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- features:
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- - name: audio
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- dtype:
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- audio:
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- sampling_rate: 24000
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- - name: text
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- dtype: string
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- - name: normalized_text
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- dtype: string
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- - name: language
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- dtype: string
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- - name: language_code
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- dtype: string
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- - name: emotion
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- dtype: string
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- - name: style
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- dtype: string
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- - name: emotion_confidence
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- dtype: float32
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- - name: tag_source
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- dtype: string
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- - name: speaker_id
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- dtype: string
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- - name: gender
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- dtype: string
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- - name: accent
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- dtype: string
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- - name: duration
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- dtype: float32
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- - name: snr_db
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- dtype: float32
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- - name: dnsmos_ovrl
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- dtype: float32
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- - name: dnsmos_sig
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- dtype: float32
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- - name: dnsmos_bak
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- dtype: float32
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- - name: dnsmos_pass
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- dtype: bool
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- - name: squim_stoi
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- dtype: float32
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- - name: squim_pesq
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- dtype: float32
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- - name: squim_sisdr
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- dtype: float32
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- - name: mms_align_score
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- dtype: float32
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- - name: overlap_flag
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- dtype: bool
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- - name: ser_emotion
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- dtype: string
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- - name: valence
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- dtype: float32
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- - name: arousal
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- dtype: float32
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- - name: dominance
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- dtype: float32
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- - name: topic
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- dtype: string
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- - name: llm_tts_suitable
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- dtype: float32
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- - name: source_video_id
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- dtype: string
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- - name: source_url
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- dtype: string
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- - name: source_channel
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- dtype: string
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- - name: license
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- dtype: string
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- - name: segment_start
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- dtype: float32
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- - name: segment_end
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- dtype: float32
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- - name: sample_rate
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- dtype: int32
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- splits:
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- - name: train
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- num_bytes: 76476710.0
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- num_examples: 134
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- - name: validation
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- num_bytes: 5370070.0
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- num_examples: 8
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- - name: test
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- num_bytes: 4991104.0
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- num_examples: 8
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- download_size: 85878414
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- dataset_size: 86837884.0
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  ---
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  # Indian English + Telugu Single-Speaker TTS Dataset (emotion-tagged)
@@ -222,19 +45,19 @@ diarization, and labeled with emotion/style tags. Built as a data-quality / cura
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  > total** (5 English, 6 Telugu), tracked via `speaker_id`.
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  ## Contents
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- - **Indian English** (`indian_english`): 30.01 min, 169 clips, 4 speakers; emotions: {'angry': 31, 'neutral': 31, 'calm': 31, 'sad': 31, 'excited': 31, 'fearful': 8, 'happy': 6}
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- - **Telugu** (`telugu`): 30.05 min, 156 clips, 5 speakers; emotions: {'calm': 29, 'neutral': 28, 'angry': 28, 'excited': 28, 'sad': 28, 'happy': 6, 'fearful': 6, 'surprised': 3}
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- Total: **60.06 minutes**.
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  ## Evaluation (evidence, not just claims)
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  - **Single-speaker check** (ECAPA-TDNN embeddings): same-speaker cosine 0.74 vs different-speaker 0.21 (separation 0.52, verification AUC 0.96 / EER 9.1%; 0/11 speakers flagged).
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- - **Transcript reliability**: English cross-ASR agreement with Whisper = 6.8% WER / 4.5% CER (n=40), strong. Realtime ASR language-ID matched the target language on 100% of EN and 100% of TE clips. Telugu cross-ASR is not a valid proxy (Whisper is weak in Telugu); Telugu transcripts are best audited by human review.
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  - **Emotion-tag reliability** (sarvam-30b vs sarvam-105b on 120 clips): 65% agreement, Cohen's κ 0.55.
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  - **Phoneme coverage**: English 39 (100%), Telugu 44 (88%).
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- - **Perceptual quality** (DNSMOS OVRL, published set): EN 3.21 (86% pass>3.0), TE 3.19 (86% pass>3.0). Filter `dnsmos_pass=True` for a stricter subset.
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- - **Transcript–audio alignment** (MMS forced-align): median confidence EN 0.948, TE 0.934.
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  See the project report (GitHub repo) for full methodology and figures.
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  path: telugu/validation-*
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  - split: test
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  path: telugu/test-*
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  # Indian English + Telugu Single-Speaker TTS Dataset (emotion-tagged)
 
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  > total** (5 English, 6 Telugu), tracked via `speaker_id`.
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  ## Contents
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+ - **Indian English** (`indian_english`): 30.17 min, 160 clips, 4 speakers; emotions: {'angry': 30, 'neutral': 29, 'calm': 29, 'sad': 29, 'excited': 29, 'fearful': 8, 'happy': 6}
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+ - **Telugu** (`telugu`): 30.08 min, 150 clips, 5 speakers; emotions: {'calm': 27, 'neutral': 27, 'angry': 27, 'excited': 27, 'sad': 27, 'fearful': 6, 'happy': 6, 'surprised': 3}
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+ Total: **60.25 minutes**.
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  ## Evaluation (evidence, not just claims)
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  - **Single-speaker check** (ECAPA-TDNN embeddings): same-speaker cosine 0.74 vs different-speaker 0.21 (separation 0.52, verification AUC 0.96 / EER 9.1%; 0/11 speakers flagged).
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+ - **Transcript reliability**: English cross-ASR agreement with Whisper = 5.5% WER / 3.4% CER (n=40), strong. Telugu cross-ASR is not a valid proxy (Whisper is weak in Telugu); Telugu transcripts are best audited by human review.
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  - **Emotion-tag reliability** (sarvam-30b vs sarvam-105b on 120 clips): 65% agreement, Cohen's κ 0.55.
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  - **Phoneme coverage**: English 39 (100%), Telugu 44 (88%).
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+ - **Perceptual quality** (DNSMOS OVRL, published set): EN 3.09 (58% pass>3.0), TE 3.16 (81% pass>3.0). Filter `dnsmos_pass=True` for a stricter subset.
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+ - **Transcript–audio alignment** (MMS forced-align): median confidence EN 0.954, TE 0.937.
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  See the project report (GitHub repo) for full methodology and figures.
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