skyzhou06/StreamingOmniDatasets

Streaming Omni Datasets

Repository target: skyzhou06/StreamingOmniDatasets

This package contains Phase 1 and Phase 2 local outputs for Streaming Omni dataset construction.

Dataset List

Dataset	Train	Eval	High quality
StreamingAudioInteraction	950	50	1000
StreamingASRTranslation	950	50	1000
SpeechOutputAlignment	950	50	1000
LiveAVCommentary	950	50	1000
AVJointReasoning	950	50	1000

Schema

Rows follow the repository configs/schema.json timeline schema with audio, video, text, evidence, and quality fields.

Construction Pipeline

Phase 1 builds streaming audio interaction, ASR/translation, and speech output alignment. Phase 2 adds live AV commentary and AV joint reasoning from non-benchmark local or public/open online media.

Online Sources

• Successfully used source distribution: {'internet_archive_public': 4}
• Usable downloaded/public clips: 4
• Download failures by reason: {}

Tool Usage Transparency

Reports record whether WhisperX, CosyVoice, VLM captioning, and audio tagging used real models, remote execution, or deterministic fallback mode. Phase 2 in this package uses real downloaded media with fallback caption/tag labels because no real VLM/audio tagger backend was configured locally or remotely.

Benchmark Exclusion

Benchmark datasets listed in the project reports are not used as training sources.

Limitations

The public-media source subset is intentionally small. Fallback captions/tags are conservative labels grounded in source metadata and sampled frames/audio, not real VLM or CLAP/BEATs inference. Source license notes are preserved and should be audited before downstream redistribution decisions.

Intended Use

Research and development of streaming multimodal dataset construction pipelines.

Not Intended For

Production safety-critical deployment or claims of benchmark performance.

Citation

Citation placeholder.

License

License placeholder; source-specific license notes are preserved in row metadata and reports.

Phase Status

See reports/PHASE1_REPORT.md, reports/PHASE2_REPORT.md, and reports/validation_report.json.