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@@ -54,30 +54,4 @@ configs:
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  # StreamingOmniDatasets v0.3 Quality Hardened
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- Streaming multimodal SFT data with seven configurations, a canonical `streaming_omni_v0.3.1` schema, 950 train rows and 50 eval rows per configuration.
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-
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- Raw media is not universally redistributed. Each row declares one `metadata.media_access` strategy: upstream reconstruction for restricted Seamless Interaction derivatives, or deterministic generation for synthetic speech/OCR assets. See [docs/MEDIA_RECONSTRUCTION.md](docs/MEDIA_RECONSTRUCTION.md).
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-
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- ## Loading
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-
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- ```python
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- from datasets import load_dataset
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-
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- ds = load_dataset(
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- "skyzhou06/StreamingOmniDatasets",
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- "ProactiveAVInteraction",
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- split="train",
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- )
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- print(ds[0]["timeline"], ds[0]["interaction_policy"])
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- ```
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-
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- ## Integrity and limitations
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-
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- - Training lineage excludes the benchmark banlist documented in `docs/SOURCE_PROVENANCE.md`.
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- - Seamless Interaction-derived data retains the CC BY-NC 4.0 non-commercial restriction; the repository uses `license: other` because sources differ.
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- - Qwen2.5-VL annotations are accepted only after direct or safely repaired JSON parsing and schema validation; final statistics are in `docs/V0_3_RELEASE_NOTES.md`.
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- - WhisperX timestamps are segment-level, not word-level.
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- - OCR assets in this hardened release are deterministic generated examples with generator ground truth; they are not represented as real OCR-model detections or verified public-sign photographs.
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- - Agent review is not human review. Human-review CSV/JSONL artifacts are provided separately in the project outputs.
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-
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- See `docs/SCHEMA.md`, `docs/INTERNAL_SFT_USAGE.md`, `docs/LICENSE_AND_PROVENANCE_MATRIX.md`, and `docs/LIMITATIONS.md`.
 
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  # StreamingOmniDatasets v0.3 Quality Hardened
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+ Canonical Parquet schemas, 950 train / 50 eval per config.