{"id":257,"slug":"cross-encoder--ms-marco-minilm-l12-v2","name":"ms-marco-MiniLM-L12-v2","author":"cross-encoder","description":null,"tags":"[\"Text-Ranking\",\"Sentence-Transformers\",\"PyTorch\",\"JAX\",\"ONNX\",\"Safetensors\"]","license":"apache-2.0","framework":"text-ranking","parameters":null,"downloads":2564748,"likes":106,"verified":1,"created_at":"2026-04-20 19:34:11","updated_at":"2026-05-08 14:17:29","source_url":"https://huggingface.co/cross-encoder/ms-marco-MiniLM-L12-v2","source_platform":"huggingface","hf_repo_id":"cross-encoder/ms-marco-MiniLM-L12-v2","ollama_name":"","category":"model","latest_version":"v1.0.0","version_count":1,"signature_count":2,"risk_level":"HIGH","risk_score":65,"versions":[{"id":256,"model_id":257,"version":"v1.0.0","manifest_hash":"2eb07ec97baa15b7446911ca3a690207cc952afcd3e122d70b3f97330db30d41","file_count":23,"total_size":1308387974,"r2_manifest_key":"manifests/cross-encoder--ms-marco-minilm-l12-v2/v1.0.0.json","created_at":"2026-04-20 19:34:11"}],"files":[{"id":8003,"version_id":256,"filename":".gitattributes","sha3_256_hash":"pending-verification","size":790},{"id":8004,"version_id":256,"filename":"README.md","sha3_256_hash":"pending-verification","size":3676},{"id":8005,"version_id":256,"filename":"config.json","sha3_256_hash":"pending-verification","size":791},{"id":8006,"version_id":256,"filename":"flax_model.msgpack","sha3_256_hash":"f5544d476410b7ec448de6f86668aba7224fbfd6b83315f675fcf67c9e928d8c","size":133448756},{"id":8007,"version_id":256,"filename":"model.safetensors","sha3_256_hash":"1ed84b90cdf3518f76ec9bb93a16f97887eea7c4e7ee5dfb03cc297e394fbbc3","size":133469020},{"id":8008,"version_id":256,"filename":"onnx/model.onnx","sha3_256_hash":"2ac389ab6abe08dcbddf2c41a69b6a18853e0dca440adbc2abc1adfcee46483f","size":133743863},{"id":8009,"version_id":256,"filename":"onnx/model_O1.onnx","sha3_256_hash":"c3a5524ece92ecb778653270b53cade1326967ad00be9f2058c83985e9f9206a","size":133647288},{"id":8010,"version_id":256,"filename":"onnx/model_O2.onnx","sha3_256_hash":"39748ee92c8b2f5260cc87d0e4e96f1792def4682651f5e3d59cdaa321053f48","size":133479607},{"id":8011,"version_id":256,"filename":"onnx/model_O3.onnx","sha3_256_hash":"7bced017a0a022a6500f6b89c888968a479ee0d28eebc47055f96a129472f989","size":133479462},{"id":8012,"version_id":256,"filename":"onnx/model_O4.onnx","sha3_256_hash":"cb2d497a5f40e3fdae1e758ce1225e00b74a7e41efe35da1b8fc0475220b4c16","size":66889072},{"id":8013,"version_id":256,"filename":"onnx/model_qint8_arm64.onnx","sha3_256_hash":"148a402605f68037609b081d3f4e85154f49cd89f9e93990cfbe8120ae34410c","size":34311898},{"id":8014,"version_id":256,"filename":"onnx/model_qint8_avx512.onnx","sha3_256_hash":"148a402605f68037609b081d3f4e85154f49cd89f9e93990cfbe8120ae34410c","size":34311898},{"id":8015,"version_id":256,"filename":"onnx/model_qint8_avx512_vnni.onnx","sha3_256_hash":"148a402605f68037609b081d3f4e85154f49cd89f9e93990cfbe8120ae34410c","size":34311898},{"id":8016,"version_id":256,"filename":"onnx/model_quint8_avx2.onnx","sha3_256_hash":"0a9906ae940e137b83d512c8d0f5c6ce9980bf487b168d40b9522b4747c4c89b","size":34311898},{"id":8017,"version_id":256,"filename":"openvino/openvino_model.bin","sha3_256_hash":"8538376778c5d1464299273717fc0cc731654f875277031e007f18118a8ae680","size":133445792},{"id":8018,"version_id":256,"filename":"openvino/openvino_model.xml","sha3_256_hash":"pending-verification","size":382390},{"id":8019,"version_id":256,"filename":"openvino/openvino_model_qint8_quantized.bin","sha3_256_hash":"81c1d9df505fbeeb8bc136a916c1d6a41e73b0e1200531ddaaffd76e3e08c4c4","size":33972068},{"id":8020,"version_id":256,"filename":"openvino/openvino_model_qint8_quantized.xml","sha3_256_hash":"pending-verification","size":702552},{"id":8021,"version_id":256,"filename":"pytorch_model.bin","sha3_256_hash":"207bb14d184b7728b7c2a68c685678aab636ae301a46f99fe05e5ffdae89e4d8","size":133530889},{"id":8022,"version_id":256,"filename":"special_tokens_map.json","sha3_256_hash":"pending-verification","size":132},{"id":8023,"version_id":256,"filename":"tokenizer.json","sha3_256_hash":"pending-verification","size":711396},{"id":8024,"version_id":256,"filename":"tokenizer_config.json","sha3_256_hash":"pending-verification","size":1330},{"id":8025,"version_id":256,"filename":"vocab.txt","sha3_256_hash":"pending-verification","size":231508}],"signatures":[{"id":618,"version_id":256,"signer_did":"did:quantamrkt:registry:shield-v1","algorithm":"ML-DSA-65","signature_hex":"33cd49fb7c84ea7309cfc28c34f6aee476699d01f033ef8babaf2b6a38e5218f","attestation_type":"registry","signed_at":"2026-04-20 19:34:11"},{"id":678,"version_id":256,"signer_did":"did:web:quantamrkt.com:chain:authority","algorithm":"ML-DSA-87","signature_hex":"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","attestation_type":"pqc_registry","signed_at":"2026-04-20 19:44:20"}],"hndl":{"id":225,"model_id":257,"risk_level":"HIGH","risk_score":65,"shelf_life_years":10,"sensitivity":"text-ranking","recommendation":"Plan PQC migration within 6 months.","assessed_at":"2026-04-20 19:34:11"}}