{"id":"hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","name":"quantized-stable-static-embedding-fast-retrieval-mrl-en","tags":["huggingface-import","external-catalog","model","apache-2.0","sentence-transformers","sentence-similarity","feature-extraction","loss:matryoshkaloss","loss:multiplenegativesrankingloss","en","dataset:sentence-transformers/squad","dataset:sentence-transformers/trivia-qa-triplet","dataset:sentence-transformers/all-nli","dataset:sentence-transformers/pubmedqa","dataset:sentence-transformers/hotpotqa","dataset:sentence-transformers/miracl","dataset:sentence-transformers/mr-tydi","dataset:sentence-transformers/s2orc","dataset:nthakur/swim-ir-monolingual","dataset:sentence-transformers/paq","dataset:tomaarsen/natural-questions-hard-negatives","arxiv:1908.10084","arxiv:2205.13147","arxiv:1705.00652"],"task":"sentence-similarity","type":"embedding","evals":[{"task":"Information Retrieval","score":"0.24","metric":"Cosine Accuracy@1","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.48","metric":"Cosine Accuracy@3","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.54","metric":"Cosine Accuracy@5","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.7","metric":"Cosine Accuracy@10","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.24","metric":"Cosine Precision@1","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.1733333333333333","metric":"Cosine Precision@3","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.13599999999999998","metric":"Cosine Precision@5","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.10400000000000001","metric":"Cosine Precision@10","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.66","metric":"Cosine Accuracy@1","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.82","metric":"Cosine Accuracy@3","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.82","metric":"Cosine Accuracy@5","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.92","metric":"Cosine Accuracy@10","verified":false,"benchmark":"NanoDBPedia"}],"owner":"RikkaBotan","stars":3,"formats":["gitattributes","md","py","png","json","bin","safetensors"],"hosting":{"status":"hosted","totalFiles":27,"hostedFiles":13,"mirroredBytes":14005676,"mirroredFiles":13,"hostedFilesAuthority":"live-serve-decision","hosted":true,"downloadable":true,"readyFileCount":13,"serveAuthority":"live-serve-decision","downloadReady":true},"license":"apache-2.0","summary":"Model from Hugging Face for sentence similarity: RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en · sentence transformers","version":"hf-main","modality":"text","upstream":{"gated":false,"repoId":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","private":false,"repoUrl":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","disabled":false,"provider":"huggingface","repoType":"model","revision":"48de1fc899574177a7c2d0d4ae90bb902190935c","fetchedAt":"2026-10-08T23:25:41.190Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T23:25:41.190Z","revision":"48de1fc899574177a7c2d0d4ae90bb902190935c"},"licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"versions":[{"commit":"48de1fc","version":"hf-main","releasedAt":"2026-03-16T03:41:42.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"citations":0,"createdAt":"2026-10-08T23:25:41.236Z","fileCount":27,"framework":"sentence-transformers","publisher":"RikkaBotan","sizeBytes":14717072,"sourceUrl":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","updatedAt":"2026-03-16T03:41:42.000Z","scanStatus":"pending","visibility":"public","description":"External Hugging Face catalog record for RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en. Task: sentence similarity. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: sentence-transformers/squad, sentence-transformers/trivia-qa-triplet, sentence-transformers/all-nli, sentence-transformers/pubmedqa, sentence-transformers/hotpotqa, sentence-transformers/miracl. Includes 12 model-card evaluation signals. Files we host have a published SHA-256.","mirrorCount":0,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-10-08T23:25:41.236Z.","Upstream license: apache-2.0. Mirror admission policy: permissive (owner policy; no license rights inferred).","Model-index metadata found for Quantized SSE Retrieval MRL.","Model card references dataset context: sentence-transformers/squad, sentence-transformers/trivia-qa-triplet, sentence-transformers/all-nli, sentence-transformers/pubmedqa.","Not locally hosted, mirrored, signed, or rescanned by Hugging Bay."],"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":["cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10"],"datasets":["sentence-transformers/squad","sentence-transformers/trivia-qa-triplet","sentence-transformers/all-nli","sentence-transformers/pubmedqa","sentence-transformers/hotpotqa","sentence-transformers/miracl","sentence-transformers/mr-tydi","sentence-transformers/s2orc","nthakur/swim-ir-monolingual","sentence-transformers/paq","tomaarsen/natural-questions-hard-negatives"],"paperIds":["1908.10084","2205.13147","1705.00652"],"repoType":"model","baseModel":"","languages":["en"],"sourceUrl":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","evalResults":[{"task":"Information Retrieval","score":"0.24","metric":"Cosine Accuracy@1","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.48","metric":"Cosine Accuracy@3","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.54","metric":"Cosine Accuracy@5","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.7","metric":"Cosine Accuracy@10","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.24","metric":"Cosine Precision@1","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.1733333333333333","metric":"Cosine Precision@3","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.13599999999999998","metric":"Cosine Precision@5","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.10400000000000001","metric":"Cosine Precision@10","verified":false,"benchmark":"NanoClimateFEVER"},{"task":"Information Retrieval","score":"0.66","metric":"Cosine Accuracy@1","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.82","metric":"Cosine Accuracy@3","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.82","metric":"Cosine Accuracy@5","verified":false,"benchmark":"NanoDBPedia"},{"task":"Information Retrieval","score":"0.92","metric":"Cosine Accuracy@10","verified":false,"benchmark":"NanoDBPedia"}],"libraryName":"sentence-transformers","pipelineTag":"sentence-similarity","cardDataKeys":["base_model","datasets","language","library_name","license","metrics","model-index","pipeline_tag","tags"],"semanticText":"sentence-similarity sentence-transformers embedding model en sentence-transformers/squad sentence-transformers/trivia-qa-triplet sentence-transformers/all-nli sentence-transformers/pubmedqa sentence-transformers/hotpotqa sentence-transformers/miracl sentence-transformers/mr-tydi sentence-transformers/s2orc nthakur/swim-ir-monolingual sentence-transformers/paq tomaarsen/natural-questions-hard-negatives cosine_accuracy@1 cosine_accuracy@3 cosine_accuracy@5 cosine_accuracy@10 cosine_precision@1 cosine_precision@3 cosine_precision@5 cosine_precision@10 cosine_recall@1 cosine_recall@3 cosine_recall@5 cosine_recall@10 quantized sse retrieval mrl dataset:sentence-transformers/squad dataset:sentence-transformers/trivia-qa-triplet dataset:sentence-transformers/all-nli dataset:sentence-transformers/pubmedqa dataset:sentence-transformers/hotpotqa dataset:sentence-transformers/miracl dataset:sentence-transformers/mr-tydi dataset:sentence-transformers/s2orc dataset:sentence-transformers/paq base_model:rikkabotan/stable-static-embedding-fast-retrieval-mrl-en base_model:finetune:rikkabotan/stable-static-embedding-fast-retrieval-mrl-en","semanticTerms":["sentence-similarity","sentence-transformers","embedding","model","en","sentence-transformers/squad","sentence-transformers/trivia-qa-triplet","sentence-transformers/all-nli","sentence-transformers/pubmedqa","sentence-transformers/hotpotqa","sentence-transformers/miracl","sentence-transformers/mr-tydi","sentence-transformers/s2orc","nthakur/swim-ir-monolingual","sentence-transformers/paq","tomaarsen/natural-questions-hard-negatives","cosine_accuracy@1","cosine_accuracy@3","cosine_accuracy@5","cosine_accuracy@10","cosine_precision@1","cosine_precision@3","cosine_precision@5","cosine_precision@10","cosine_recall@1","cosine_recall@3","cosine_recall@5","cosine_recall@10","quantized sse retrieval mrl","dataset:sentence-transformers/squad","dataset:sentence-transformers/trivia-qa-triplet","dataset:sentence-transformers/all-nli","dataset:sentence-transformers/pubmedqa","dataset:sentence-transformers/hotpotqa","dataset:sentence-transformers/miracl","dataset:sentence-transformers/mr-tydi","dataset:sentence-transformers/s2orc","dataset:sentence-transformers/paq","base_model:rikkabotan/stable-static-embedding-fast-retrieval-mrl-en","base_model:finetune:rikkabotan/stable-static-embedding-fast-retrieval-mrl-en"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1873},{"lfs":false,"path":"README.md","sizeBytes":30603},{"lfs":false,"path":"SSE_quantize.py","sizeBytes":6041},{"lfs":true,"path":"assets/RikkaBotan_Logo.png","sizeBytes":724443},{"lfs":true,"path":"assets/SSE_Architecture.png","sizeBytes":309200},{"lfs":true,"path":"assets/SSE_Logo.png","sizeBytes":1755481},{"lfs":true,"path":"assets/SSE_comp_en.png","sizeBytes":1299202},{"lfs":true,"path":"assets/SSE_loss.png","sizeBytes":925031},{"lfs":true,"path":"assets/SSE_ndcg.png","sizeBytes":1011329},{"lfs":false,"path":"config_sentence_transformers.json","sizeBytes":296},{"lfs":true,"path":"embedding.q4_k_m.bin","sizeBytes":7935720},{"lfs":true,"path":"model_rest.safetensors","sizeBytes":6360},{"lfs":false,"path":"modules.json","sizeBytes":97},{"lfs":false,"path":"tokenizer.json","sizeBytes":711396}],"modelIndexNames":["Quantized SSE Retrieval MRL"]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":0,"hostedFileCount":13,"cardCompleteness":96,"externalFileCount":14,"verificationStatus":"pending","requestedVisibility":"public","repo":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","files":[{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_dc70bcee69b1f2c4e427cf3c406c10a12cca1bd94d67adb21b6838ee5d4e0a62","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_dc70bcee69b1f2c4e427cf3c406c10a12cca1bd94d67adb21b6838ee5d4e0a62","payloadReadsPerformed":0,"securityScanPerformed":false},"path":".gitattributes","sizeBytes":1873,"storageSizeBytes":1873,"format":"gitattributes","sha256":"57905bca11bf1a60cf0e1116faa8b8d033793875a2e35b6dc520df04e5f00c38","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"0b9c03bd5ffb44a678cc00653e5bbe5813dbc517","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_dc70bcee69b1f2c4e427cf3c406c10a12cca1bd94d67adb21b6838ee5d4e0a62","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_dc70bcee69b1f2c4e427cf3c406c10a12cca1bd94d67adb21b6838ee5d4e0a62","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/.gitattributes","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_ed925bde848c37e69d459824bfc9f9e4ee5ef0ade6216a792c69d4700964baea","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_ed925bde848c37e69d459824bfc9f9e4ee5ef0ade6216a792c69d4700964baea","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"README.md","sizeBytes":30603,"storageSizeBytes":30603,"format":"md","sha256":"a902c16dda0287d387889a2a16afa1deb60b9ba8506044750d2499f211dd93ae","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"42cdf32f21512f6605ca9604019be92fbba18481","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_ed925bde848c37e69d459824bfc9f9e4ee5ef0ade6216a792c69d4700964baea","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_ed925bde848c37e69d459824bfc9f9e4ee5ef0ade6216a792c69d4700964baea","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/README.md","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_8afb6345949665b191411ff2c73c34037d8466bf04b0a8bcec085f9faab1b365","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_8afb6345949665b191411ff2c73c34037d8466bf04b0a8bcec085f9faab1b365","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"SSE_quantize.py","sizeBytes":6041,"storageSizeBytes":6041,"format":"py","sha256":"fe749e0659aee48d874b308d89aef37239b8baf03e42e02dba0299f1dbc95752","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"917b5bb611db7033e2bcae87bd709e307287853a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_8afb6345949665b191411ff2c73c34037d8466bf04b0a8bcec085f9faab1b365","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_8afb6345949665b191411ff2c73c34037d8466bf04b0a8bcec085f9faab1b365","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/SSE_quantize.py","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_4d744f59721ad06b5f8e21accd03ba797e3a0578411e3fcf6a76190c2d602184","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_4d744f59721ad06b5f8e21accd03ba797e3a0578411e3fcf6a76190c2d602184","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/RikkaBotan_Logo.png","sizeBytes":724443,"storageSizeBytes":724443,"format":"png","sha256":"9a041048155db5aad3010880943f95b632bb8754ff86e2c4a4f696697a4c2bce","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"9a041048155db5aad3010880943f95b632bb8754ff86e2c4a4f696697a4c2bce","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_4d744f59721ad06b5f8e21accd03ba797e3a0578411e3fcf6a76190c2d602184","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_4d744f59721ad06b5f8e21accd03ba797e3a0578411e3fcf6a76190c2d602184","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FRikkaBotan_Logo.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_bb70f1638cc41a084f36ddbacf873f8e0ee30b2677a90b451f5ae775c2c18691","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_bb70f1638cc41a084f36ddbacf873f8e0ee30b2677a90b451f5ae775c2c18691","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/SSE_Architecture.png","sizeBytes":309200,"storageSizeBytes":309200,"format":"png","sha256":"11482c498cbf27183f20969f900dbe7294281e018652caceab53e72fe3fa5c28","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"11482c498cbf27183f20969f900dbe7294281e018652caceab53e72fe3fa5c28","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_bb70f1638cc41a084f36ddbacf873f8e0ee30b2677a90b451f5ae775c2c18691","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_bb70f1638cc41a084f36ddbacf873f8e0ee30b2677a90b451f5ae775c2c18691","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_Architecture.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_e02037391be5c924d198805eeeaa60a985cf294dafbf534271bfd736de4beb08","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_e02037391be5c924d198805eeeaa60a985cf294dafbf534271bfd736de4beb08","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/SSE_Logo.png","sizeBytes":1755481,"storageSizeBytes":1755481,"format":"png","sha256":"e63bf0f4d9efd8f1a81065392c1f1aec196ab128a340d6cf8cedb609f6fc55ca","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"e63bf0f4d9efd8f1a81065392c1f1aec196ab128a340d6cf8cedb609f6fc55ca","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_e02037391be5c924d198805eeeaa60a985cf294dafbf534271bfd736de4beb08","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_e02037391be5c924d198805eeeaa60a985cf294dafbf534271bfd736de4beb08","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_Logo.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_d90754371df4a883a29b1c17cd89521c05e9d1f90f97fd9a6347239f2706eb9c","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_d90754371df4a883a29b1c17cd89521c05e9d1f90f97fd9a6347239f2706eb9c","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/SSE_comp_en.png","sizeBytes":1299202,"storageSizeBytes":1299202,"format":"png","sha256":"9fee2ab0bc2de1b486c432e982f47b31af119dfb9704ec32eea4d2d64a876721","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"9fee2ab0bc2de1b486c432e982f47b31af119dfb9704ec32eea4d2d64a876721","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_d90754371df4a883a29b1c17cd89521c05e9d1f90f97fd9a6347239f2706eb9c","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_d90754371df4a883a29b1c17cd89521c05e9d1f90f97fd9a6347239f2706eb9c","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_comp_en.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_b8f3bdf4da11b202ce2950d5ed5228ab99b86ddb2b64acddcc05bf1bc38e30ec","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_b8f3bdf4da11b202ce2950d5ed5228ab99b86ddb2b64acddcc05bf1bc38e30ec","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/SSE_loss.png","sizeBytes":925031,"storageSizeBytes":925031,"format":"png","sha256":"dae99be891d2f62b79b20fc7afd3157652ab02e257f23606a6b347b2801c3dc7","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"dae99be891d2f62b79b20fc7afd3157652ab02e257f23606a6b347b2801c3dc7","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_b8f3bdf4da11b202ce2950d5ed5228ab99b86ddb2b64acddcc05bf1bc38e30ec","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_b8f3bdf4da11b202ce2950d5ed5228ab99b86ddb2b64acddcc05bf1bc38e30ec","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_loss.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_11e77bcfb4b0a7e9e888477f310bf1c8a6a695924592e1069d9ce3cfe0934565","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_11e77bcfb4b0a7e9e888477f310bf1c8a6a695924592e1069d9ce3cfe0934565","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"assets/SSE_ndcg.png","sizeBytes":1011329,"storageSizeBytes":1011329,"format":"png","sha256":"22694715cc568c32b72c98a713e732b7ed081d09cdd502f7b92d954a125a7d9c","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"22694715cc568c32b72c98a713e732b7ed081d09cdd502f7b92d954a125a7d9c","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_11e77bcfb4b0a7e9e888477f310bf1c8a6a695924592e1069d9ce3cfe0934565","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_11e77bcfb4b0a7e9e888477f310bf1c8a6a695924592e1069d9ce3cfe0934565","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_ndcg.png","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_9286c28cafdf439bdcfc3c0befe24e35b934b3606982e3053668f5622d9e5ac5","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_9286c28cafdf439bdcfc3c0befe24e35b934b3606982e3053668f5622d9e5ac5","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"config_sentence_transformers.json","sizeBytes":296,"storageSizeBytes":296,"format":"json","sha256":"a2c4f9036851e1800f7586652019ebb3ee614c1e970f887d7b2bdc26fa60bdad","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"54ebbeaf518af25baa533ebced3d01ca6eb80944","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_9286c28cafdf439bdcfc3c0befe24e35b934b3606982e3053668f5622d9e5ac5","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_9286c28cafdf439bdcfc3c0befe24e35b934b3606982e3053668f5622d9e5ac5","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/config_sentence_transformers.json","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_883d364dcfc5477af8f84c2ea6d675884ebaf031816c7b8abc2023715fd4915d","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_883d364dcfc5477af8f84c2ea6d675884ebaf031816c7b8abc2023715fd4915d","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"embedding.q4_k_m.bin","sizeBytes":7935720,"storageSizeBytes":7935720,"format":"bin","sha256":"af7f5fa63246dbf4b73aef4d6d28b8e3cae82f7476edaf7417f0219061158447","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"af7f5fa63246dbf4b73aef4d6d28b8e3cae82f7476edaf7417f0219061158447","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_883d364dcfc5477af8f84c2ea6d675884ebaf031816c7b8abc2023715fd4915d","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_883d364dcfc5477af8f84c2ea6d675884ebaf031816c7b8abc2023715fd4915d","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_ab64bd053976df89ef6d6a7ff53b0a98c3d0ed9adf9b1a5cd231355daf7bc851","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_ab64bd053976df89ef6d6a7ff53b0a98c3d0ed9adf9b1a5cd231355daf7bc851","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"model_rest.safetensors","sizeBytes":6360,"storageSizeBytes":6360,"format":"safetensors","sha256":"67f1caf874ce4621b8ed58e74b154623d83b6642a3bb958fcfaa83967182034b","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"67f1caf874ce4621b8ed58e74b154623d83b6642a3bb958fcfaa83967182034b","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_ab64bd053976df89ef6d6a7ff53b0a98c3d0ed9adf9b1a5cd231355daf7bc851","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_ab64bd053976df89ef6d6a7ff53b0a98c3d0ed9adf9b1a5cd231355daf7bc851","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/model_rest.safetensors","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_9ad220a21785ae37bd8320122b478ba8800403c3ff1f68bb4720f87ec4851e02","policyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","publicationId":"hbeol_9ad220a21785ae37bd8320122b478ba8800403c3ff1f68bb4720f87ec4851e02","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"modules.json","sizeBytes":97,"storageSizeBytes":97,"format":"json","sha256":"ae26f0648b6560f6b91a7445962504d88bfd090ffc3b822ce9dfaac4bbf44c4f","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"135b1072b7fa89e6e5d2129008be909152c1c3c5","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_9ad220a21785ae37bd8320122b478ba8800403c3ff1f68bb4720f87ec4851e02","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:959053147d36148695f0e033166d4282b015dd8b1ef0041806c6502fb66b1d6d","existingObjectRegistrationId":"hbeoa_9ad220a21785ae37bd8320122b478ba8800403c3ff1f68bb4720f87ec4851e02","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/modules.json","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"signed"},{"path":"tokenizer.json","risk":"low","format":"json","sha256":"","lfsSha256":"","sizeBytes":711396,"sourceKind":"external-hf","contentType":"application/octet-stream","externalOid":"688882a79f44442ddc1f60d70334a7ff5df0fb47","externalUrl":null,"downloadPolicy":"unavailable","storageProvider":"","selectedRepresentationId":"","mirroredAt":null,"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":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"},"signature_state":"unsigned"}],"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":13,"publicFileCount":27,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-07T08:16:49.145Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","listedFileLowerBound":14,"hostingStatus":"hosted","signals":{"size":{"known":true,"bytes":14717072,"label":"14.0 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":0,"upstreamStars":3,"label":"no demand yet","basis":"none"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-file-downloads-only","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"13/27 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","Byte manifest integrity: selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Scan: pending","Hosted files: 13/27 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":13,"externalFiles":14,"totalFiles":27},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/mirrors"}},"mirrorCompletion":{"status":"partial","hostedFiles":13,"totalFiles":14,"externalFiles":1,"hostedBytes":14005676,"externalBytes":711396,"lowRiskExternalFiles":1,"overFileCapFiles":0,"overBatchCapFiles":0,"directMirrorExternalFiles":1,"directMirrorExternalBytes":711396,"reviewedRiskyWeightExternalFiles":0,"reviewedRiskyWeightExternalBytes":0,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[{"path":"tokenizer.json","sizeBytes":711396,"risk":"low","format":"json"}],"reviewedRiskyWeightExternalSamples":[],"largestExternalFiles":[{"path":"tokenizer.json","sizeBytes":711396,"risk":"low","format":"json","overFileCap":false}]},"cardDescription":"Turns text into vectors for search and similarity matching.","licenseLabel":"apache-2.0","recommendedFile":{"path":"embedding.q4_k_m.bin","fileCount":1,"selectedSizeBytes":7935720,"files":[{"path":"embedding.q4_k_m.bin","sizeBytes":7935720,"downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin"}],"sizeBytes":7935720,"storageSizeBytes":7935720,"hosted":true,"downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin"},"licenseClarity":{"license":"apache-2.0","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":"apache-2.0","upstreamLicenseRaw":"apache-2.0","sourceUrl":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","upstream":{"gated":false,"repoId":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","private":false,"repoUrl":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","disabled":false,"provider":"huggingface","repoType":"model","revision":"48de1fc899574177a7c2d0d4ae90bb902190935c","fetchedAt":"2026-10-08T23:25:41.190Z","importMode":"external-catalog","licenseRaw":"apache-2.0","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T23:25:41.190Z","revision":"48de1fc899574177a7c2d0d4ae90bb902190935c"},"licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"}},"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":"2026-11-07T08:17:31.712Z","serveEvaluationId":"serve-4aaa903d71523325ea63289e637d20116213fbebe1d95a166a06a88381d215e4","readiness":"ready","downloadReady":true,"mirroredBytes":14005676,"readinessCheckedAt":"2026-11-07T08:17:31.848Z","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":"2026-11-07T08:17:31.712Z","serveEvaluationId":"serve-4aaa903d71523325ea63289e637d20116213fbebe1d95a166a06a88381d215e4","readiness":"ready","downloadReady":true,"hostedFileCount":13,"mirroredBytes":14005676,"readinessCheckedAt":"2026-11-07T08:17:31.712Z","readinessSource":"file-check","degraded":false,"stale":false},"authorityMode":"private-download-only","commandsAvailable":false,"runReady":false,"attribution":"Hosted · published SHA-256 checksums · https://huggingbay.xyz/artifact/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","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-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","repo":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","type":"embedding","purpose":"embedding model for sentence similarity and retrieval","license":{"id":"apache-2.0","label":"apache-2.0","state":"known","url":"https://spdx.org/licenses/Apache-2.0.html","source":"spdx","hostedFile":false,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"sentence-similarity","label":"sentence similarity and retrieval"},"size":{"bytes":14717072,"label":"14.7 MB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":false,"hostedBytes":0,"hostedLabel":"size unknown","hostedSummary":"at least 13 listed files; full count and size unknown","hostedIsSubset":false,"downloadBytes":7935720,"downloadLabel":"7.94 MB","recommended":{"path":"embedding.q4_k_m.bin","fileName":"embedding.q4_k_m.bin","fileCount":1,"quant":"Q4_K_M","bytes":7935720,"label":"7.94 MB (Q4_K_M)","variants":1,"basis":"caller-selected"},"parameters":null,"sentence":"Hosted here: at least 13 listed files; full count and size unknown. Full repo upstream: 14.7 MB. The recommended download, embedding.q4_k_m.bin (Q4_K_M), is 7.94 MB."},"files":{"hosted":13,"total":27,"label":"13 hosted of 27 listed"},"manifestSigning":{"status":"signed","label":"Signed by the harbor","publicKeyUrl":"/api/keys/manifest-signing","keyId":"ed25519:718f9ccff1cef500235425ce","manifestUrl":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","signature":{"version":1,"algorithm":"Ed25519","key_id":"ed25519:718f9ccff1cef500235425ce","canonical_digest":"sha256:9e747e5a10ffff609d8355fad8ec93feb670dbd79cf1c40ecb05af0242b25462","value":"bpFTIe6R6TV3iG57c18etFTc8uscz5dbrB06KJelvd_LJ5Axgogu4L4E5EQ7AI7ItoAVJNKGAbGHKiTREANrDA","signed_at":"2026-11-07T08:17:31.726Z","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 (13 hosted files)","url":"/artifact/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/files"},"released":{"iso":"2026-10-08","label":"Oct 8, 2026","upstream":false,"factLabel":"Added to Hugging Bay"},"updated":{"iso":"2026-03-16","label":"Mar 16, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","repoId":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en"},"languages":["en"],"baseModel":{"ref":"","url":"","resolveUrl":""},"paperIds":["1908.10084","2205.13147","1705.00652"],"arxivIds":["1908.10084","2205.13147","1705.00652"],"sameAs":["https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","https://arxiv.org/abs/1908.10084","https://arxiv.org/abs/2205.13147","https://arxiv.org/abs/1705.00652"],"creator":{"@type":"Organization","name":"RikkaBotan","url":"https://huggingface.co/RikkaBotan","sameAs":["https://huggingface.co/RikkaBotan"]},"scholarlyArticles":[{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/1908.10084","identifier":"arXiv:1908.10084","url":"https://arxiv.org/abs/1908.10084","sameAs":"https://doi.org/10.48550/arXiv.1908.10084"},{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/2205.13147","identifier":"arXiv:2205.13147","url":"https://arxiv.org/abs/2205.13147","sameAs":"https://doi.org/10.48550/arXiv.2205.13147"},{"@type":"ScholarlyArticle","@id":"https://arxiv.org/abs/1705.00652","identifier":"arXiv:1705.00652","url":"https://arxiv.org/abs/1705.00652","sameAs":"https://doi.org/10.48550/arXiv.1705.00652"}],"scanStatus":"pending","faq":[{"id":"what-is-it","question":"What is RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en?","answer":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en is an embedding model for sentence similarity and retrieval published by RikkaBotan, added to Hugging Bay Oct 8, 2026. Model from Hugging Face for sentence similarity: RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en · sentence transformers"},{"id":"license","question":"What license does RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en use, and can I use it commercially?","answer":"It is released under the apache-2.0 license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted."},{"id":"size","question":"How big is RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en?","answer":"Hosted here: at least 13 listed files; full count and size unknown. Full repo upstream: 14.7 MB. The recommended download, embedding.q4_k_m.bin (Q4_K_M), is 7.94 MB."},{"id":"download","question":"Where can I download RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en?","answer":"Hosted here: at least 13 listed files; full count and size unknown. Full repo upstream: 14.7 MB. The original release is at https://huggingface.co/RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en."},{"id":"safety","question":"Has RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en been scanned for unsafe files?","answer":"Source scan status: pending. A scan checks the files for known-bad signatures; it does not mean the model is safe. 13 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en 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":"quantized-stable-static-embedding-fast-retrieval-mrl-en is an embedding model for sentence similarity and retrieval. The primary file is embedding.q4_k_m.bin (7.94 MB, Q4_K_M). The primary file needs about 1 GB free for the Q4 file (file plus room to run it). License: Apache 2.0. The SHA-256 prefix is af7f5fa63246. 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":"quantized-stable-static-embedding-fast-retrieval-mrl-en · 7.94 MB · Q4_K_M · ~1 GB RAM · License: Apache 2.0 · SHA-256 af7f5fa63246 · Download available"},"modelRecipeReceipt":null},"guidedDownloadCard":{"schemaVersion":"hugging-bay.guided-download-card/v2","artifactId":"hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","repo":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en","serveState":"READY","downloadReady":true,"reasonCodes":[],"withheld":{"active":false},"wasmRun":null,"bytesOnStorage":true,"file":{"path":"embedding.q4_k_m.bin","fileName":"embedding.q4_k_m.bin","sha256":"af7f5fa63246dbf4b73aef4d6d28b8e3cae82f7476edaf7417f0219061158447","bytes":7935720,"sizeLabel":"7.94 MB","needGb":null,"downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin"},"noHostedWeights":false,"notSingleFile":false,"download":{"available":true,"url":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin","sizeLabel":"7.94 MB","bytes":7935720,"fileCount":1,"files":[{"path":"embedding.q4_k_m.bin","fileName":"embedding.q4_k_m.bin","sha256":"af7f5fa63246dbf4b73aef4d6d28b8e3cae82f7476edaf7417f0219061158447","bytes":7935720,"sizeLabel":"7.94 MB","needGb":null,"downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/embedding.q4_k_m.bin"}],"sha256":"af7f5fa63246dbf4b73aef4d6d28b8e3cae82f7476edaf7417f0219061158447"},"otherFiles":[{"path":".gitattributes","fileName":".gitattributes","sha256":"57905bca11bf1a60cf0e1116faa8b8d033793875a2e35b6dc520df04e5f00c38","sizeLabel":"1.87 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/.gitattributes"},{"path":"README.md","fileName":"README.md","sha256":"a902c16dda0287d387889a2a16afa1deb60b9ba8506044750d2499f211dd93ae","sizeLabel":"30.6 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/README.md"},{"path":"SSE_quantize.py","fileName":"SSE_quantize.py","sha256":"fe749e0659aee48d874b308d89aef37239b8baf03e42e02dba0299f1dbc95752","sizeLabel":"6.04 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/SSE_quantize.py"},{"path":"assets/RikkaBotan_Logo.png","fileName":"RikkaBotan_Logo.png","sha256":"9a041048155db5aad3010880943f95b632bb8754ff86e2c4a4f696697a4c2bce","sizeLabel":"724.4 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FRikkaBotan_Logo.png"},{"path":"assets/SSE_Architecture.png","fileName":"SSE_Architecture.png","sha256":"11482c498cbf27183f20969f900dbe7294281e018652caceab53e72fe3fa5c28","sizeLabel":"309.2 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_Architecture.png"},{"path":"assets/SSE_Logo.png","fileName":"SSE_Logo.png","sha256":"e63bf0f4d9efd8f1a81065392c1f1aec196ab128a340d6cf8cedb609f6fc55ca","sizeLabel":"1.76 MB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_Logo.png"},{"path":"assets/SSE_comp_en.png","fileName":"SSE_comp_en.png","sha256":"9fee2ab0bc2de1b486c432e982f47b31af119dfb9704ec32eea4d2d64a876721","sizeLabel":"1.3 MB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_comp_en.png"},{"path":"assets/SSE_loss.png","fileName":"SSE_loss.png","sha256":"dae99be891d2f62b79b20fc7afd3157652ab02e257f23606a6b347b2801c3dc7","sizeLabel":"925 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_loss.png"},{"path":"assets/SSE_ndcg.png","fileName":"SSE_ndcg.png","sha256":"22694715cc568c32b72c98a713e732b7ed081d09cdd502f7b92d954a125a7d9c","sizeLabel":"1.01 MB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/assets%2FSSE_ndcg.png"},{"path":"config_sentence_transformers.json","fileName":"config_sentence_transformers.json","sha256":"a2c4f9036851e1800f7586652019ebb3ee614c1e970f887d7b2bdc26fa60bdad","sizeLabel":"296 bytes","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/config_sentence_transformers.json"},{"path":"model_rest.safetensors","fileName":"model_rest.safetensors","sha256":"67f1caf874ce4621b8ed58e74b154623d83b6642a3bb958fcfaa83967182034b","sizeLabel":"6.36 KB","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/model_rest.safetensors"},{"path":"modules.json","fileName":"modules.json","sha256":"ae26f0648b6560f6b91a7445962504d88bfd090ffc3b822ce9dfaac4bbf44c4f","sizeLabel":"97 bytes","downloadUrl":"/api/downloads/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en/modules.json"}],"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":"apache-2.0","licenseLabel":null,"fingerprintMatches":false,"hostedFiles":13,"totalFiles":27},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-07T08:17:31.853Z","readiness":"ready","downloadable":true,"downloadStatus":"READY","hostedFileCount":13,"mirroredBytes":14005676,"readinessCheckedAt":"2026-11-07T08:17:31.857Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":13,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T08:17:31.857Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"}},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for checking whether two sentences mean similar things.","confidence":"medium","task":"sentence-similarity","audience":null,"basis":"recorded-metadata","rules":["task:sentence-similarity"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"task","value":"sentence-similarity"},{"field":"cardMetadata.pipelineTag","value":"sentence-similarity"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":14717072,"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":"RikkaBotan/quantized-stable-static-embedding-fast-retrieval-mrl-en"}},"runs_here":{"schema_version":1,"artifact_id":"hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en","revision":"48de1fc899574177a7c2d0d4ae90bb902190935c","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":"2026-11-07T08:17:31.848Z","evidence_url":"/api/manifests/hf-model-rikkabotan-quantized-stable-static-embedding-fast-retrieval-mrl-en"}}