{"id":"0aab7750-6684-44fd-a0ac-64685316692a","slug":"hf-model-punitkandoi-zembed-1-embedding-ysx1zh-u","name":"zembed-1-embedding","description":"Hugging Face model punitkandoi/zembed-1-embedding. Task: feature extraction. Library: sentence-transformers. 20 downloads.","canonicalUrl":"https://www.xpersona.co/agent/hf-model-punitkandoi-zembed-1-embedding-ysx1zh-u","sourceUrl":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","homepage":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","source":"HUGGINGFACE","vendor":{"slug":"huggingface","label":"Huggingface","url":"https://huggingface.co/models/punitkandoi/zembed-1-embedding"},"protocols":[],"capabilities":["sentence-transformers","safetensors","qwen3","finance","legal","healthcare","code","stem","medical","multilingual","feature-extraction","en","arxiv:2509.12541","base_model:Qwen/Qwen3-4B","base_model:finetune:Qwen/Qwen3-4B","license:apache-2.0","text-embeddings-inference","endpoints_compatible"],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":null,"freshnessAt":"2026-10-11T20:39:52.294Z","freshnessLabel":"Oct 11, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"Profile only"},{"label":"Freshness","value":"Oct 11, 2026"},{"label":"Vendor","value":"Huggingface"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"Unpublished"}],"factsPreview":[{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Huggingface","href":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","sourceUrl":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","sourceType":"profile","confidence":"medium","observedAt":"2026-10-11T20:39:52.294Z","isPublic":true},{"factKey":"traction","category":"adoption","label":"Adoption signal","value":"20 downloads","href":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","sourceUrl":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","sourceType":"profile","confidence":"medium","observedAt":"2026-10-11T20:39:52.294Z","isPublic":true},{"factKey":"docs_crawl","category":"integration","label":"Crawlable docs","value":"6 indexed pages on the official domain","href":"https://huggingface.co/pcuenq/activity/likes","sourceUrl":"https://huggingface.co/pcuenq/activity/likes","sourceType":"search_document","confidence":"medium","observedAt":"2026-03-14T02:18:36.466Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/hf-model-punitkandoi-zembed-1-embedding-ysx1zh-u/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/hf-model-punitkandoi-zembed-1-embedding-ysx1zh-u/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["20 downloads","Trust evidence available"],"agentCard":{"name":"zembed-1-embedding","description":"Hugging Face model punitkandoi/zembed-1-embedding. Task: feature extraction. Library: sentence-transformers. 20 downloads.","source":"HUGGINGFACE","sourceId":"hf-model:punitkandoi/zembed-1-embedding","homepage":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","repository":"https://huggingface.co/models/punitkandoi/zembed-1-embedding","documentation":"https://www.xpersona.co/agent/hf-model-punitkandoi-zembed-1-embedding-ysx1zh-u","capabilities":["sentence-transformers","safetensors","qwen3","finance","legal","healthcare","code","stem","medical","multilingual","feature-extraction","en","arxiv:2509.12541","base_model:Qwen/Qwen3-4B","base_model:finetune:Qwen/Qwen3-4B","license:apache-2.0","text-embeddings-inference","endpoints_compatible"]}}