{
  "id": "qvac-transcribepsy-250m-eu",
  "name": "TranscribePsy 250M EU",
  "developer": "QVAC / Tether AI Research",
  "family": "TranscribePsy",
  "variant": "on-device European-language ASR",
  "model": {
    "modality": "Speech audio -> transcribed text",
    "publisher_total_parameters_billions": 0.254,
    "total_parameters_billions": 0.254,
    "parameters": "0.254B total (publisher-described)",
    "context": {
      "value": null,
      "display": "Not declared in checked config/model card",
      "status": "unknown",
      "evidence": []
    },
    "deployment_caution": "Exact repo variant's language coverage, GGUF/Core ML portability and real-device audio latency must be checked; no streaming guarantee."
  },
  "discovery": {
    "source": "2026-10-20 official publisher release second-wave targeted source-review; candidate only until online full verification",
    "repo_id": "qvac/TranscribePsy-250M-EU",
    "pinned": true
  },
  "verification": {
    "level": "field-verified",
    "checked_at": "2026-10-21",
    "checked_at_iso": "2026-10-21T14:09:22+00:00",
    "method": "Hugging Face API + repository file list + model card + config.json",
    "readme_accessible": true,
    "config_accessible": false,
    "fields": {
      "license": "verified",
      "commercial_use": "classified",
      "context": "unknown",
      "weight_files": "verified",
      "formats": "verified",
      "base_model": "declared",
      "training_recipe": "training-described-in-model-card",
      "data_disclosure": "described-in-model-card",
      "runtime_support": "source-derived-not-runtime-tested"
    },
    "history": [
      {
        "date": "2026-10-21",
        "event": "Repository revision check",
        "detail": "Official Hugging Face repository SHA unchanged; prior field evidence retained."
      },
      {
        "date": "2026-10-20",
        "event": "Repository revision check",
        "detail": "Official Hugging Face repository SHA unchanged; prior field evidence retained."
      },
      {
        "date": "2026-10-20",
        "event": "Field-by-field verification",
        "detail": "Checked Hugging Face API metadata, exact repository file list, model card and config when accessible."
      }
    ],
    "mode": "repository-revision-unchanged",
    "full_verified_at": "2026-10-20"
  },
  "weights": {
    "status": "verified-available",
    "repository": "https://huggingface.co/qvac/TranscribePsy-250M-EU",
    "access": "public",
    "exact_files": [
      "adapters.safetensors",
      "language_gate.safetensors",
      "model.safetensors"
    ],
    "file_count": 3,
    "formats": [
      "Safetensors"
    ],
    "precision_availability": {
      "bf16": {
        "available": false,
        "status": "verified"
      },
      "fp16": {
        "available": false,
        "status": "verified"
      },
      "fp8": {
        "available": false,
        "status": "verified"
      },
      "int8": {
        "available": false,
        "status": "verified"
      },
      "int4": {
        "available": false,
        "status": "verified"
      },
      "gguf": {
        "available": false,
        "status": "verified"
      }
    },
    "dtype_evidence": [
      "F32"
    ],
    "evidence": [
      {
        "source": "https://huggingface.co/api/models/qvac/TranscribePsy-250M-EU",
        "type": "Hugging Face model API siblings"
      }
    ]
  },
  "license": {
    "id": "apache-2.0",
    "name": "apache-2.0",
    "url": null,
    "status": "verified",
    "commercial_use": {
      "status": "allowed",
      "label": "Commercial use allowed under apache-2.0 conditions",
      "basis": null
    },
    "repository_license_files": [],
    "verification": {
      "status": "declared-metadata-checked",
      "checked_at": "2026-10-20",
      "source": "https://huggingface.co/api/models/qvac/TranscribePsy-250M-EU"
    }
  },
  "lineage": {
    "base_model": {
      "status": "declared",
      "models": [
        "nvidia/parakeet-tdt-0.6b-v3"
      ],
      "relation": "base_model",
      "evidence": [
        {
          "source": "model-card metadata",
          "field": "base_model"
        }
      ]
    }
  },
  "training_assets": {
    "training_recipe": {
      "status": "training-described-in-model-card",
      "files": [],
      "links": [],
      "evidence": [
        "README.md"
      ]
    },
    "data_disclosure": {
      "status": "described-in-model-card",
      "datasets": [],
      "evidence": []
    },
    "evaluations": "Not classified by automated verifier",
    "intermediate_checkpoints": "Not classified by automated verifier"
  },
  "runtime_support": {
    "declared_library": "nemo",
    "pipeline_tag": "automatic-speech-recognition",
    "declared": [
      "nemo"
    ],
    "mentioned_in_model_card": [
      "NeMo"
    ],
    "artifact_signals": [],
    "tested_by_openmodelweights": false
  },
  "hardware": {
    "status": "estimated",
    "note": "Weight-only decimal-GB estimate from total parameter count; excludes KV cache, activations, runtime overhead, optimizer state and sharding.",
    "weight_only_gb": {
      "bf16_fp16": 0.51,
      "fp8_int8": 0.25,
      "int4": 0.13
    }
  },
  "source_claims": {
    "schema_version": "1.1.0",
    "checked_at": "2026-10-20T08:23:32+00:00",
    "repository_sha": "49d2b21e72018798a755c0cbe5ebb4fefe2384a1",
    "weights_metadata": {
      "total_parameters_billions": 0.253954838,
      "source_url": "https://huggingface.co/api/models/qvac/TranscribePsy-250M-EU"
    },
    "config": {
      "context_tokens": null,
      "source_url": null
    },
    "model_card": {
      "context_token_claims": [],
      "parameter_claims": [],
      "source_url": "https://huggingface.co/qvac/TranscribePsy-250M-EU/blob/main/README.md"
    },
    "repository_metadata": {
      "license_id": "apache-2.0",
      "license_declaration": null,
      "source_url": "https://huggingface.co/api/models/qvac/TranscribePsy-250M-EU"
    },
    "license_file": {
      "license_id": null,
      "source_url": null
    },
    "runtime": {
      "declared_library": "nemo",
      "model_card_mentions": [
        "NeMo"
      ]
    },
    "publisher_logical_parameters": {
      "total_billions": 0.254,
      "active_billions": null,
      "status": "publisher-declared-not-independent",
      "source_url": "https://huggingface.co/qvac/TranscribePsy-250M-EU/blob/main/README.md"
    }
  },
  "sources": [
    {
      "type": "model_repository",
      "url": "https://huggingface.co/qvac/TranscribePsy-250M-EU",
      "tier": "primary"
    },
    {
      "type": "model_api",
      "url": "https://huggingface.co/api/models/qvac/TranscribePsy-250M-EU",
      "tier": "primary"
    },
    {
      "type": "model_card",
      "url": "https://huggingface.co/qvac/TranscribePsy-250M-EU/blob/main/README.md",
      "tier": "primary",
      "available": true
    },
    {
      "type": "config",
      "url": "https://huggingface.co/qvac/TranscribePsy-250M-EU/blob/main/config.json",
      "tier": "primary",
      "available": false
    }
  ],
  "hub": {
    "last_modified": "2026-10-15T17:46:32.000Z",
    "downloads": 101,
    "likes": 4,
    "sha": "49d2b21e72018798a755c0cbe5ebb4fefe2384a1",
    "library_name": "nemo",
    "pipeline_tag": "automatic-speech-recognition",
    "tags": [
      "nemo",
      "safetensors",
      "automatic-speech-recognition",
      "asr",
      "speech",
      "multilingual",
      "european-languages",
      "on-device",
      "edge",
      "fastconformer",
      "transducer",
      "bg",
      "hr",
      "cs",
      "da",
      "nl",
      "en",
      "et",
      "fi",
      "fr",
      "de",
      "el",
      "hu",
      "it",
      "lv",
      "lt",
      "mt",
      "pl",
      "pt",
      "ro",
      "ru",
      "sk",
      "sl",
      "es",
      "sv",
      "uk",
      "arxiv:2610.19134",
      "base_model:nvidia/parakeet-tdt-0.6b-v3",
      "base_model:finetune:nvidia/parakeet-tdt-0.6b-v3",
      "license:apache-2.0",
      "region:us"
    ],
    "created_at": "2026-09-30T08:04:44.000Z",
    "gated": false
  },
  "freshness": {
    "last_verified_at": "2026-10-21T14:09:22+00:00",
    "last_factual_update_at": null,
    "current_evidence_observed_at": "2026-10-20T08:23:37+00:00",
    "first_observed_at": "2026-10-20T08:23:37+00:00",
    "repository_created_at": "2026-09-30T08:04:44.000Z",
    "verification_mode": "repository-revision-unchanged",
    "observed_change_count": 0
  },
  "intelligence": {
    "active_conflict_count": 0,
    "comparison_signal_count": 0,
    "conflict_status": "checked",
    "conflicts_url": "/api/v1/conflicts/qvac-transcribepsy-250m-eu.json",
    "evidence_object_count": 8,
    "evidence_classes": {
      "omw_derived": 3,
      "publisher_claim": 2,
      "source_observed": 3
    },
    "evidence_objects_url": "/api/v1/evidence-objects/qvac-transcribepsy-250m-eu.json",
    "omw_measurement_count": 0,
    "measurements_url": "/api/v1/measurements.json"
  }
}
