{"id":50700263,"url":"https://github.com/twangodev/readback","last_synced_at":"2026-06-09T09:01:55.725Z","repository":{"id":362556778,"uuid":"1255866060","full_name":"twangodev/readback","owner":"twangodev","description":null,"archived":false,"fork":false,"pushed_at":"2026-06-04T19:55:59.000Z","size":228,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-04T21:38:32.920Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/twangodev.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-06-01T08:41:26.000Z","updated_at":"2026-06-04T19:56:07.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/twangodev/readback","commit_stats":null,"previous_names":["twangodev/readback"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/twangodev/readback","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/twangodev%2Freadback","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/twangodev%2Freadback/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/twangodev%2Freadback/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/twangodev%2Freadback/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/twangodev","download_url":"https://codeload.github.com/twangodev/readback/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/twangodev%2Freadback/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34098952,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-09T02:00:06.510Z","response_time":63,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-06-09T09:01:54.692Z","updated_at":"2026-06-09T09:01:55.720Z","avatar_url":"https://github.com/twangodev.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# readback\n\nEnsemble ASR pseudo-labeling for Air Traffic Control.\n\nLabels [`tartanaviation-atc-adsb-utterances`](https://huggingface.co/datasets/twangodev/tartanaviation-atc-adsb-utterances)\nand publishes [`tartanaviation-atc-labels`](https://huggingface.co/datasets/twangodev/tartanaviation-atc-labels):\n531k rows, one transcript and confidence each, 1:1 onto the source.\n\n## Pipeline\n\n| stage | does |\n|---|---|\n| `infer` | three ASR models over the source shards |\n| `fuse` | weighted ROVER + ADS-B callsign snap |\n| `serve` | review studio (optional) |\n| `publish` | upload-ready parquet shards + card |\n\n```bash\nuv sync\nuv run readback infer   --config configs/models.example.toml --run data/run\nuv run readback fuse    --run data/run --voters parakeet-v2,canary-qwen,whisper-atc --weights 1,1,2 --advisory rasr-v1\nuv run readback serve   --run data/run\nuv run readback publish --run data/run --out out/atc-labels\nhf upload twangodev/tartanaviation-atc-labels out/atc-labels . --repo-type dataset\n```\n\nShard-resumable. `confidence` ranks; it is not calibrated.\n\n## Use\n\n```python\nfrom datasets import load_dataset, concatenate_datasets\n\nsrc = load_dataset(\"twangodev/tartanaviation-atc-adsb-utterances\", split=\"train\")\nlab = load_dataset(\"twangodev/tartanaviation-atc-labels\", split=\"train\")\njoined = concatenate_datasets([src, lab], axis=1)   # 1:1, same order\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftwangodev%2Freadback","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ftwangodev%2Freadback","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ftwangodev%2Freadback/lists"}