{"id":"hf-model-microsoft-biomedvlp-biovil-t","name":"BiomedVLP-BioViL-T","tags":["huggingface-import","external-catalog","model","mit","transformers","pytorch","safetensors","feature-extraction","exbert","custom_code","en","arxiv:2301.04558","arxiv:2204.09817","license:mit","region:us","embedding"],"task":"feature-extraction","type":"embedding","evals":[],"owner":"microsoft","stars":51,"formats":["gitattributes","md","pt","json","py","safetensors","bin","txt"],"hosting":{"status":"hosted","mirroredAt":"2026-08-28T17:46:18.121Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":6,"mirroredBytes":441159012,"mirroredFiles":6,"storageProvider":"gcs","hostedFilesAuthority":"live-serve-decision","hosted":true,"downloadable":true,"readyFileCount":6,"serveAuthority":"live-serve-decision","completeRunnable":false,"authority":"postgres-executable-state-snapshot","authorityDigest":"sha256:72b69aa590f6e4ecaa743c34586f2c761382bf28a4d1f34f39bd58d40496c7d5","downloadReady":true},"license":"mit","summary":"Model from Hugging Face for feature extraction: microsoft/BiomedVLP-BioViL-T · transformers","version":"hf-main","modality":"text","upstream":{"gated":false,"repoId":"microsoft/BiomedVLP-BioViL-T","private":false,"repoUrl":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","disabled":false,"provider":"huggingface","repoType":"model","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","fetchedAt":"2026-08-28T17:30:36.324Z","importMode":"external-catalog","licenseRaw":"mit"},"versions":[{"commit":"692f09e","version":"hf-main","releasedAt":"2024-10-31T16:49:09.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"citations":0,"createdAt":"2026-06-30T01:47:35.183Z","fileCount":11,"framework":"transformers","publisher":"microsoft","sizeBytes":991878921,"sourceUrl":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","updatedAt":"2026-08-28T17:46:18.121Z","scanStatus":"passed","visibility":"public","description":"External Hugging Face catalog record for microsoft/BiomedVLP-BioViL-T. Task: feature extraction. Library: transformers. Languages: en. Popularity signal at import: 6,287 downloads and 51 likes.","mirrorCount":1,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-08-28T17:30:36.441Z.","Open license detected as mit.","Not locally hosted, mirrored, signed, or rescanned by Hugging Bay."],"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":["2301.04558","2204.09817"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","evalResults":[],"libraryName":"transformers","pipelineTag":"feature-extraction","cardDataKeys":["language","license","tags","widget"],"semanticText":"feature-extraction transformers embedding model en safetensors","semanticTerms":["feature-extraction","transformers","embedding","model","en","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1477},{"lfs":false,"path":"README.md","sizeBytes":12722},{"lfs":true,"path":"biovil_t_image_model_proj_size_128.pt","sizeBytes":109745561},{"lfs":false,"path":"config.json","sizeBytes":803},{"lfs":false,"path":"configuration_cxrbert.py","sizeBytes":888},{"lfs":true,"path":"model.safetensors","sizeBytes":440909232},{"lfs":false,"path":"modeling_cxrbert.py","sizeBytes":5876},{"lfs":true,"path":"pytorch_model.bin","sizeBytes":440966107},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":112},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":741},{"lfs":false,"path":"vocab.txt","sizeBytes":235402}],"modelIndexNames":[]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":4896,"hostedFileCount":6,"cardCompleteness":92,"externalFileCount":5,"manifestReference":{"digest":"sha256:f5c9004ea0dd5a3a38c500089b2d177f752f545b3f43d8e29499d9c81776451f","version":"mirror-f5c9004ea0dd5a3a38c500089b2d177f752f545b3f43d8e29499d9c81776451f","createdAt":"2026-08-28T17:46:18.121Z"},"verificationStatus":"pending","requestedVisibility":"public","byteIntegritySummary":{"status":"partial","version":"mirror-request-state/v1","provider":"gcs","providers":["gcs"],"totalFiles":11,"verifiedAt":"2026-08-28T17:46:18.121Z","verifiedFiles":6},"repo":"microsoft/BiomedVLP-BioViL-T","files":[{"path":".gitattributes","risk":"low","format":"gitattributes","sha256":"","lfsSha256":"","sizeBytes":1477,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"c7d9f3332a950355d5a77d85000f05e6f45435ea","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"unsigned"},{"path":"README.md","risk":"low","role":"support","format":"md","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"sizeBytes":12722,"mirroredAt":"2026-09-02T16:20:52.323Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"f4697dd002b86418aec699be7b4d4abdec45bc01","externalUrl":null,"scanFindings":[],"sourceSha256":"24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"README.md","digest":"24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":12722},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":12722,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/README.md","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-6ef7a5afe97e93dc8ff0dfe5fe61436a","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"git-blob","gitOid":"f4697dd002b86418aec699be7b4d4abdec45bc01","sha256":"24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","sizeBytes":12722,"externalOid":"f4697dd002b86418aec699be7b4d4abdec45bc01"},"upstream":{"path":"README.md","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"},{"path":"biovil_t_image_model_proj_size_128.pt","risk":"medium","format":"pt","sha256":"b2399d73dc2a68b9f3a1950e864ae0ecd24093fb07aa459d7e65807ebdc0fb77","lfsSha256":"b2399d73dc2a68b9f3a1950e864ae0ecd24093fb07aa459d7e65807ebdc0fb77","sizeBytes":109745561,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"75a2ef68211d5e831b609a53ca62c8733011f75c","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"unsigned"},{"path":"config.json","risk":"low","role":"config","format":"json","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"sizeBytes":803,"mirroredAt":"2026-09-02T16:20:59.450Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"4cbf55d1eb0c84c63e07d55ebddbc6f577966000","externalUrl":null,"scanFindings":[],"sourceSha256":"58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"config.json","digest":"58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":803},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":803,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/config.json","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-5b02cf130dfaff4a72e5a5d14010b325","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"git-blob","gitOid":"4cbf55d1eb0c84c63e07d55ebddbc6f577966000","sha256":"58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","sizeBytes":803,"externalOid":"4cbf55d1eb0c84c63e07d55ebddbc6f577966000"},"upstream":{"path":"config.json","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"},{"path":"configuration_cxrbert.py","risk":"medium","format":"py","sha256":"","lfsSha256":"","sizeBytes":888,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"acd7cc4cdf40a6e01dda433573f159ca76dca8f5","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"unsigned"},{"path":"model.safetensors","risk":"low","role":"weight","format":"safetensors","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"lfsSha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","sizeBytes":440909232,"mirroredAt":"2026-09-02T16:21:25.684Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","externalUrl":null,"scanFindings":[],"sourceSha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"model.safetensors","digest":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":440909232},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":440909232,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"sha256:70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-3fc3b9fefc49e0ab88601768219678ed","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"hf-lfs","gitOid":"b3d1478ec4ab58a7edfb757797ca9992ddbd48db","sha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","sizeBytes":440909232,"externalOid":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba"},"upstream":{"path":"model.safetensors","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"},{"path":"modeling_cxrbert.py","risk":"medium","format":"py","sha256":"","lfsSha256":"","sizeBytes":5876,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"3cae8878b96f3af76e9119f132b59b3accc67d7b","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"unsigned"},{"path":"pytorch_model.bin","risk":"medium","format":"bin","sha256":"6d86a8d760eaa09c9a55d57cc6f6bb01b0cbccb8b827fc775a79f37a8fbda76c","lfsSha256":"6d86a8d760eaa09c9a55d57cc6f6bb01b0cbccb8b827fc775a79f37a8fbda76c","sizeBytes":440966107,"mirroredAt":null,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"0a2c678356c4caafeba499d340a2b6c6b99168b8","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"hosted":false,"downloadAuthorized":false,"downloadable":false,"downloadUrl":null,"landingUrl":null,"hostedDownloadUrl":null,"verifiedDownloadUrl":null,"download_url":null,"directDownloadUrl":null,"hostedWeightUrl":null,"weightUrl":null,"manifestUrl":null,"manifestKeyUrl":null,"torrentUrl":null,"magnetUrl":null,"magnetUri":null,"torrent":null,"magnet":null,"localKitUrl":null,"localKitApiUrl":null,"citationUrl":null,"downloadPlanUrl":null,"downloadableFilesUrl":null,"hostedDownloadsUrl":null,"peerFallbacks":[],"tools":[],"toolCommands":[],"hostingStatus":"blocked","readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"unsigned"},{"path":"special_tokens_map.json","risk":"low","role":"tokenizer","format":"json","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"sizeBytes":112,"mirroredAt":"2026-09-02T16:20:52.192Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"e7b0375001f109a6b8873d756ad4f7bbb15fbaa5","externalUrl":null,"scanFindings":[],"sourceSha256":"303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"special_tokens_map.json","digest":"303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":112},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":112,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/special_tokens_map.json","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-b4c5e948b98cbfcaead7e46e89d05192","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"git-blob","gitOid":"e7b0375001f109a6b8873d756ad4f7bbb15fbaa5","sha256":"303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","sizeBytes":112,"externalOid":"e7b0375001f109a6b8873d756ad4f7bbb15fbaa5"},"upstream":{"path":"special_tokens_map.json","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"},{"path":"tokenizer_config.json","risk":"low","role":"config","format":"json","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"sizeBytes":741,"mirroredAt":"2026-09-02T16:20:53.569Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"e65f4434d026669208cc085bfc06be9958e73bf9","externalUrl":null,"scanFindings":[],"sourceSha256":"971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"tokenizer_config.json","digest":"971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":741},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":741,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/tokenizer_config.json","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-176e5eb645dd2104779a9daafa8255b3","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"git-blob","gitOid":"e65f4434d026669208cc085bfc06be9958e73bf9","sha256":"971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","sizeBytes":741,"externalOid":"e65f4434d026669208cc085bfc06be9958e73bf9"},"upstream":{"path":"tokenizer_config.json","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"},{"path":"vocab.txt","risk":"low","role":"tokenizer","format":"txt","review":{"batchId":"mirror-batch-b33f7e47bd7a246f845c91c2de43f4bf337fc74b1e900ad9","approvedAt":"2026-08-28T17:45:38.556Z","approvedBy":"configured-admin","approvalDigest":"sha256:1c8403ae4a2c1c27f49e1760658025937207076770c22b33f00d65047e6e049d"},"sha256":"e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","source":{"identity":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","immutable":true},"required":true,"sizeBytes":235402,"mirroredAt":"2026-09-02T16:20:53.712Z","sourceKind":"mirrored-upstream","contentType":"application/octet-stream","externalOid":"a106caa20ff3c3d8feb06454feb2deaa93a3b69a","externalUrl":null,"scanFindings":[],"sourceSha256":"e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","schemaVersion":"hugging-bay.canonical-executable-representation-plan.v3","approvedSha256":"sha256:e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","downloadPolicy":"capability","reviewFindings":[],"sourceIdentity":{"path":"vocab.txt","digest":"e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","sizeBytes":235402},"sourceRevision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","storageProvider":"gcs","storageSizeBytes":235402,"scanPolicyVersion":"hb-scan-2026-07-09.1","approvedExternalOid":"","selectedRepresentationId":"rep-fed18fbbd4cf5bb063b4800efb0221fac37c4bc483beef1c45356c681c6ed3fd","scanStatus":"passed","licenseDecisionId":"mirror-license-84cb36cb327bc99e8de99912ceb720f9a78a1bdd799c1578d51bd5a09d0bbd74","manifestVersion":null,"tombstonedAt":null,"hosted":true,"downloadAuthorized":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/vocab.txt","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","mirrorPublicationId":"mirror-publication-ef3ba6f6c27be4451fe25d1af08b8cac","hostingStatus":"hosted","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","sha256Provenance":{"reason":"cohort hydration for microsoft/BiomedVLP-BioViL-T under 713b66f9","observed":{"kind":"git-blob","gitOid":"a106caa20ff3c3d8feb06454feb2deaa93a3b69a","sha256":"e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","sizeBytes":235402,"externalOid":"a106caa20ff3c3d8feb06454feb2deaa93a3b69a"},"upstream":{"path":"vocab.txt","repoId":"microsoft/BiomedVLP-BioViL-T","provider":"huggingface","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23"},"planDigest":"sha256:d69e561d50bd51acfa69742260fbaee87e293094cfbe8f3f731cdb7a6bcaedea","sourceType":"independently-observed-by-hugging-bay","packetDigest":"sha256:a293a597a9fc29d20ab3cf35a68bac35a2b5817a296e84fdd7cc16214b2e3452","observationId":"packet-observation-24465d0341c5399b76ebb9fb3355f9240a5a411a551085fe6741d88243ae9273","schemaVersion":"hugging-bay.exact-packet-file-provenance.v1","selectedFilesDigest":"sha256:766fa7248ecf462366c294ecd018ec9630697b0b2ca38896e80da718e9d408c4"},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"},"signature_state":"signed"}],"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"publicDownloadableFileCount":6,"publicFileCount":11,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T16:24:47.489Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-microsoft-biomedvlp-biovil-t","listedFileLowerBound":11,"hostingStatus":"hosted","signals":{"size":{"known":true,"bytes":991878921,"label":"945.9 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":4896,"upstreamStars":51,"label":"4.9K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"microsoft/BiomedVLP-BioViL-T"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/11 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: mit","Provenance: microsoft/BiomedVLP-BioViL-T","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"bytes-complete","hostedFinal":true,"hostedFiles":6,"externalFiles":5,"totalFiles":11},"action":{"id":"download","label":"Download exact selected bytes","detail":"The selected immutable representation is byte-complete; runtime compatibility is not established.","href":"/api/v1/artifacts/hf-model-microsoft-biomedvlp-biovil-t/download-plan"}},"mirrorCompletion":{"status":"partial","hostedFiles":6,"totalFiles":11,"externalFiles":5,"hostedBytes":441159012,"externalBytes":550719909,"lowRiskExternalFiles":1,"overFileCapFiles":0,"overBatchCapFiles":0,"directMirrorExternalFiles":1,"directMirrorExternalBytes":1477,"reviewedRiskyWeightExternalFiles":1,"reviewedRiskyWeightExternalBytes":440966107,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[{"path":".gitattributes","sizeBytes":1477,"risk":"low","format":"gitattributes"}],"reviewedRiskyWeightExternalSamples":[{"path":"pytorch_model.bin","sizeBytes":440966107,"risk":"medium","format":"bin","requiresReviewOverride":true}],"largestExternalFiles":[{"path":"pytorch_model.bin","sizeBytes":440966107,"risk":"medium","format":"bin","overFileCap":false},{"path":"biovil_t_image_model_proj_size_128.pt","sizeBytes":109745561,"risk":"medium","format":"pt","overFileCap":false},{"path":"modeling_cxrbert.py","sizeBytes":5876,"risk":"medium","format":"py","overFileCap":false},{"path":".gitattributes","sizeBytes":1477,"risk":"low","format":"gitattributes","overFileCap":false},{"path":"configuration_cxrbert.py","sizeBytes":888,"risk":"medium","format":"py","overFileCap":false}]},"cardDescription":"Extracts features from data for comparison and analysis.","licenseLabel":"mit","recommendedFile":{"path":"model.safetensors","fileCount":1,"selectedSizeBytes":440909232,"files":[{"path":"model.safetensors","sizeBytes":440909232,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors"}],"sizeBytes":440909232,"storageSizeBytes":440909232,"hosted":true,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors"},"licenseClarity":{"license":"mit","commercialUse":"yes","confidence":"high","obligations":["Attribution/notice requirements of the license still apply."],"summary":"Permissive open license: commercial use, modification, and redistribution are permitted.","redistribution":"Keep every copyright, attribution, license, and NOTICE requirement imposed by the exact license text.","notes":"Not legal advice."},"licenseObligationsDigest":null,"licenseUpstreamRecord":{"declaredLicense":"mit","upstreamLicenseRaw":"mit","sourceUrl":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","upstream":{"gated":false,"repoId":"microsoft/BiomedVLP-BioViL-T","private":false,"repoUrl":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","disabled":false,"provider":"huggingface","repoType":"model","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","fetchedAt":"2026-08-28T17:30:36.324Z","importMode":"external-catalog","licenseRaw":"mit"}},"gateStatus":"mirror-exists","downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T16:27:32.512Z","serveEvaluationId":"serve-7937179917a023d45716cf53ea41d7a50ebb129dd5a06e8dfe1709d4010cd893","readiness":"ready","downloadReady":true,"mirroredBytes":441159012,"readinessCheckedAt":"2026-11-06T16:27:32.520Z","readinessSource":"file-check","serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T16:27:32.512Z","serveEvaluationId":"serve-7937179917a023d45716cf53ea41d7a50ebb129dd5a06e8dfe1709d4010cd893","readiness":"ready","downloadReady":true,"hostedFileCount":6,"mirroredBytes":441159012,"readinessCheckedAt":"2026-11-06T16:27:32.512Z","readinessSource":"file-check","degraded":false,"stale":false},"commandsAvailable":false,"runReady":false,"attribution":"Hosted · published SHA-256 checksums · https://huggingbay.xyz/artifact/hf-model-microsoft-biomedvlp-biovil-t","decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hosted":true,"pageFacts":{"id":"hf-model-microsoft-biomedvlp-biovil-t","repo":"microsoft/BiomedVLP-BioViL-T","type":"embedding","purpose":"embedding model for text embeddings","license":{"id":"mit","label":"mit","state":"known","url":"https://spdx.org/licenses/MIT.html","source":"spdx","hostedFile":false,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"feature-extraction","label":"text embeddings"},"size":{"bytes":991878921,"label":"991.9 MB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":true,"hostedBytes":441159012,"hostedLabel":"441.2 MB","hostedSummary":"6 files, 441.2 MB","hostedIsSubset":true,"downloadBytes":440909232,"downloadLabel":"440.9 MB","recommended":{"path":"model.safetensors","fileName":"model.safetensors","fileCount":1,"quant":"","bytes":440909232,"label":"440.9 MB","variants":1,"basis":"caller-selected"},"parameters":null,"sentence":"Hosted here: 6 files, 441.2 MB. Full repo upstream: 991.9 MB. The recommended download, model.safetensors, is 440.9 MB."},"files":{"hosted":6,"total":11,"label":"6 hosted of 11 listed"},"manifestSigning":{"status":"signed","label":"Signed by the harbor","publicKeyUrl":"/api/keys/manifest-signing","keyId":"ed25519:718f9ccff1cef500235425ce","manifestUrl":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t","signature":{"version":1,"algorithm":"Ed25519","key_id":"ed25519:718f9ccff1cef500235425ce","canonical_digest":"sha256:5b255671faccc9c804e118a308a06525084fca3a71757a6ad6391f4e25f5c7bb","value":"FFy0uIvvMJjzV5zeHk3NX3rAxQMyNOnnA9MNqTjFxRpzwcV29ddMrKq-ivyEyLkNGDjYvSSU0kv31jWUD5E5BA","signed_at":"2026-11-06T16:27:32.658Z","public_key_url":"/api/keys/manifest-signing","payload":"canonical-json:manifest-excluding-signature-and-generated_at","canonical_encoding":"rfc8785","canonical_excludes":["signature","generated_at","manifest_digest","serveEvaluatedAt","serveEvaluationId","serveExplanation","readinessCheckedAt","obtainReady","serveVerdict","reason","reasonCodes"]}},"download":{"status":"hosted","label":"Download here (6 hosted files)","url":"/artifact/hf-model-microsoft-biomedvlp-biovil-t/files"},"released":{"iso":"2026-06-30","label":"Jun 30, 2026","upstream":false,"factLabel":"Added to Hugging Bay"},"updated":{"iso":"2026-08-28","label":"Aug 28, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/microsoft/BiomedVLP-BioViL-T","repoId":"microsoft/BiomedVLP-BioViL-T"},"languages":["en"],"baseModel":{"ref":"","url":"","resolveUrl":""},"paperIds":["2301.04558","2204.09817"],"arxivIds":["2301.04558","2204.09817"],"sameAs":["https://huggingface.co/microsoft/BiomedVLP-BioViL-T","https://arxiv.org/abs/2301.04558","https://arxiv.org/abs/2204.09817"],"creator":{"@type":"Organization","name":"microsoft","url":"https://huggingface.co/microsoft","sameAs":["https://huggingface.co/microsoft"]},"scholarlyArticles":[{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/2301.04558","identifier":"arXiv:2301.04558","url":"https://arxiv.org/abs/2301.04558","sameAs":"https://doi.org/10.48550/arXiv.2301.04558"},{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/2204.09817","identifier":"arXiv:2204.09817","url":"https://arxiv.org/abs/2204.09817","sameAs":"https://doi.org/10.48550/arXiv.2204.09817"}],"scanStatus":"passed","customRuntime":{"needs":true,"reason":"Uses custom model code (configuration_cxrbert.py)","label":"Needs its own code to run","signals":[{"kind":"modeling-file","evidence":"configuration_cxrbert.py"},{"kind":"custom-code-tag","evidence":"custom_code"}],"hasGguf":false},"faq":[{"id":"what-is-it","question":"What is microsoft/BiomedVLP-BioViL-T?","answer":"microsoft/BiomedVLP-BioViL-T is an embedding model for text embeddings published by microsoft, added to Hugging Bay Jun 30, 2026. Model from Hugging Face for feature extraction: microsoft/BiomedVLP-BioViL-T · transformers"},{"id":"license","question":"What license does microsoft/BiomedVLP-BioViL-T use, and can I use it commercially?","answer":"It is released under the mit license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted."},{"id":"size","question":"How big is microsoft/BiomedVLP-BioViL-T?","answer":"Hosted here: 6 files, 441.2 MB. Full repo upstream: 991.9 MB. The recommended download, model.safetensors, is 440.9 MB."},{"id":"download","question":"Where can I download microsoft/BiomedVLP-BioViL-T?","answer":"Hosted here: 6 files, 441.2 MB. Full repo upstream: 991.9 MB. The original release is at https://huggingface.co/microsoft/BiomedVLP-BioViL-T."},{"id":"safety","question":"File pattern scans","answer":"Automated file-pattern scans flagged nothing; not a safety guarantee. 6 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-microsoft-biomedvlp-biovil-t/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will microsoft/BiomedVLP-BioViL-T run on my computer?","answer":"We can’t check the fit; we don’t know your machine. We don’t have your machine’s specs, so no check ran and no verdict is shown. Answer two quick questions and we’ll estimate, from the memory you tell us, whether it fits your machine. Or skip it; you can still download; fit isn’t checked."}],"modelAnswer":{"words":"BiomedVLP-BioViL-T is an embedding model for text embeddings. The primary file is model.safetensors (441 MB). The primary file needs about 1 GB free for the selected file (file plus room to run it). License: MIT. The SHA-256 prefix is 70bed344872e. The primary Download is available now. No tested run commands for this file yet. See Files for current download availability. The size and hash details refer to the selected file, not every file in the repository. The memory figure is estimated from recorded file size with working room included.","metaDescription":"BiomedVLP-BioViL-T · 441 MB · ~1 GB RAM · License: MIT · SHA-256 70bed344872e · Download available"},"modelRecipeReceipt":null},"guidedDownloadCard":{"schemaVersion":"hugging-bay.guided-download-card/v2","artifactId":"hf-model-microsoft-biomedvlp-biovil-t","repo":"microsoft/BiomedVLP-BioViL-T","serveState":"READY","downloadReady":true,"reasonCodes":[],"withheld":{"active":false},"wasmRun":null,"bytesOnStorage":true,"file":{"path":"model.safetensors","fileName":"model.safetensors","sha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","bytes":440909232,"sizeLabel":"440.9 MB","needGb":null,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors"},"noHostedWeights":false,"notSingleFile":false,"download":{"available":true,"url":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors","sizeLabel":"441 MB","bytes":440909232,"fileCount":1,"files":[{"path":"model.safetensors","fileName":"model.safetensors","sha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba","bytes":440909232,"sizeLabel":"440.9 MB","needGb":null,"downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/model.safetensors"}],"sha256":"70bed344872e0a4f4dca2352564c44f44cb7a9cfcac3d878be2dd08a5fff9aba"},"otherFiles":[{"path":"README.md","fileName":"README.md","sha256":"24fd9534b62368919f5cdc144e473d1611fad4347994ac634a9e8dc1acfc4965","sizeLabel":"12.7 KB","downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/README.md"},{"path":"config.json","fileName":"config.json","sha256":"58a8ead5bdbe8b71e396cd094746779dc929954841282f94b6c100f0fe009a88","sizeLabel":"803 bytes","downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/config.json"},{"path":"special_tokens_map.json","fileName":"special_tokens_map.json","sha256":"303df45a03609e4ead04bc3dc1536d0ab19b5358db685b6f3da123d05ec200e3","sizeLabel":"112 bytes","downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/special_tokens_map.json"},{"path":"tokenizer_config.json","fileName":"tokenizer_config.json","sha256":"971d7e13339bf707b96ed1b2196371a84bf66f6cafcc9ac55feadd44d3031fd9","sizeLabel":"741 bytes","downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/tokenizer_config.json"},{"path":"vocab.txt","fileName":"vocab.txt","sha256":"e025f479c3a7ce6e248971bfe1b409708db0439e9488d30e254f81f27f75d678","sizeLabel":"235.4 KB","downloadUrl":"/api/downloads/hf-model-microsoft-biomedvlp-biovil-t/vocab.txt"}],"run":{"available":false,"reason":"non-gguf-no-one-liner-yet","lmStudioUrl":"https://lmstudio.ai/","terminalCommand":null,"verificationMessage":"Bytes checked · not run here yet"},"paused":{"active":false},"blocked":{"active":false},"unconfirmed":{"active":false},"licenseGate":{"active":false},"checks":{"license":"mit","licenseLabel":null,"fingerprintMatches":false,"hostedFiles":6,"totalFiles":11},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-06T16:27:32.663Z","readiness":"ready","downloadable":true,"downloadStatus":"READY","hostedFileCount":6,"mirroredBytes":441159012,"readinessCheckedAt":"2026-11-06T16:27:32.663Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":6,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T16:27:32.663Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"}},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for finding useful details in data.","confidence":"medium","task":"feature-extraction","audience":null,"basis":"recorded-metadata","rules":["task:feature-extraction"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"task","value":"feature-extraction"},{"field":"cardMetadata.pipelineTag","value":"feature-extraction"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":991878921,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"runTested":false,"degraded":false,"stale":false,"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"microsoft/BiomedVLP-BioViL-T"}},"customRuntime":{"needs":true,"reason":"Uses custom model code (configuration_cxrbert.py)","label":"Needs its own code to run","signals":[{"kind":"modeling-file","evidence":"configuration_cxrbert.py"},{"kind":"custom-code-tag","evidence":"custom_code"}],"hasGguf":false},"runs_here":{"schema_version":1,"artifact_id":"hf-model-microsoft-biomedvlp-biovil-t","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-microsoft-biomedvlp-biovil-t","revision":"692f09e9be1bfe5fdd5f3efdd0e1eca7d2c10b23","claim":"estimated_physical_memory_capacity","runnableAuthority":false,"representations":[],"reason":"admitted_memory_inputs_unavailable"},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs.","downloadable":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-06T16:27:32.520Z","evidence_url":"/api/manifests/hf-model-microsoft-biomedvlp-biovil-t"}}