{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Model: sarvamai/sarvam-translate","description":"Sarvam AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262","json_url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262/signal.json","generated_at":"2026-06-11T02:50:41.876858+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262","signal_json":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262/signal.json","source":"https://huggingface.co/sarvamai/sarvam-translate","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Sarvam AI published sarvamai/sarvam-translate. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license gpl-3.0 · 10.8K HF downloads · Notable model with decent traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/sarvamai/sarvam-translate","source_host":"huggingface.co","occurred_at":"2025-06-07T10:13:56+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"translation","source":"model"},{"label":"License","value":"gpl-3.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"4.3B","source":"model"},{"label":"Downloads","value":"10.8K","source":"traction"},{"label":"Likes","value":"135","source":"traction"},{"label":"Notability","value":"Notable model with decent traction","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:41.876858+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262/signal.json","required":true},{"label":"source","url":"https://huggingface.co/sarvamai/sarvam-translate","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Sarvam AI's model signal \"sarvamai/sarvam-translate\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-translate","text":"Sarvam AI published model sarvamai/sarvam-translate."},{"subject":"sarvamai/sarvam-translate","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-translate is classified as model signal."},{"subject":"sarvamai/sarvam-translate","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-translate belongs to releases desk."},{"subject":"sarvamai/sarvam-translate","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-translate has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/sarvam-translate","predicate":"has captured page count","object":"1","text":"sarvamai/sarvam-translate has captured page count 1."},{"subject":"sarvamai/sarvam-translate","predicate":"has readable page count","object":"1","text":"sarvamai/sarvam-translate has readable page count 1."},{"subject":"sarvamai/sarvam-translate","predicate":"has related signal count","object":"6","text":"sarvamai/sarvam-translate has related signal count 6."},{"subject":"sarvamai/sarvam-translate","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"sarvamai/sarvam-translate has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"sarvamai/sarvam-translate","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-translate has source host huggingface.co."},{"subject":"sarvamai/sarvam-translate","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/sarvam-translate has lab Sarvam AI."},{"subject":"sarvamai/sarvam-translate","predicate":"has signal desk","object":"releases","text":"sarvamai/sarvam-translate has signal desk releases."},{"subject":"sarvamai/sarvam-translate","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-translate has source host huggingface.co."},{"subject":"sarvamai/sarvam-translate","predicate":"has task","object":"translation","text":"sarvamai/sarvam-translate has task translation."},{"subject":"sarvamai/sarvam-translate","predicate":"has license","object":"gpl-3.0","text":"sarvamai/sarvam-translate has license gpl-3.0."},{"subject":"sarvamai/sarvam-translate","predicate":"has library","object":"transformers","text":"sarvamai/sarvam-translate has library transformers."},{"subject":"sarvamai/sarvam-translate","predicate":"has params","object":"4.3B","text":"sarvamai/sarvam-translate has params 4.3B."},{"subject":"sarvamai/sarvam-translate","predicate":"has downloads","object":"10.8K","text":"sarvamai/sarvam-translate has downloads 10.8K."}]},"intelligence":{"signal_desk":"releases","answer":"Sarvam AI published sarvamai/sarvam-translate. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license gpl-3.0 · 10.8K HF downloads · Notable model with decent traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-translate","text":"Sarvam AI published model sarvamai/sarvam-translate."},{"subject":"sarvamai/sarvam-translate","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-translate is classified as model signal."},{"subject":"sarvamai/sarvam-translate","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-translate belongs to releases desk."},{"subject":"sarvamai/sarvam-translate","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-translate has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d133ad2f-299d-4081-8b45-d6abb7259262","url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262","json_url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262/signal.json","source_url":"https://huggingface.co/sarvamai/sarvam-translate","title":"sarvamai/sarvam-translate","summary":"Sarvam AI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-06-07T10:13:56+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md"]},"facets":{"pipeline_tag":"translation","license":"gpl-3.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":10804,"hf_likes":135},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md","title":"sarvamai/sarvam-translate model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.876858+00:00","bytes":4836,"raw_path":"94b0606006d52918d8ad70f8cbf48fae1a0746d4b46b3d1bd20c29aee554df91.md","content_hash":"ef650cab6f6a98a5f1ba567413000464f438141beed58a270b1ec5334535a2c5","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: gpl-3.0 language: - as - bn - brx - doi - gom - gu - en - hi - kn - ks - mai - ml - mni - mr - ne - or - pa - sa - sat - sd - ta - te - ur base_model: - google/gemma-3-4b-it base_model_relation: finetune pipeline_tag: translation --- Sarvam-Translate <p align=\"center\"> <a href=\"https://dashboard.sarvam.ai/translate\" target=\"_blank\" rel=\"noopener noreferrer\"> <img src=\"https://img.shields.io/badge/🚀 Try on Sarvam&nbsp;Playground-1488CC?style=for-the-badge&logo=rocket\" alt=\"Try on Sarvam Playground\" /> </a> </p> Sarvam-Translate is an advanced translation model built by Sarvam AI in partnership with AI4Bharat, specifically designed for comprehensive, document-level translation across the 22 official Indian languages, built on Gemma3-4B-IT. It addresses modern translation needs by moving beyond isolated sentences to handle long-context inputs, diverse content types, and various formats. Sarvam-Translate aims to provide high-quality, contextually aware translations for Indian languages, which have traditionally lagged behind high-resource languages in LLM performance. Learn more about Sarvam-Translate in our detailed [blog..."},"evidence_pages":[{"url":"https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-translate/raw/main/README.md","title":"sarvamai/sarvam-translate model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.876858+00:00","bytes":4836,"raw_path":"94b0606006d52918d8ad70f8cbf48fae1a0746d4b46b3d1bd20c29aee554df91.md","content_hash":"ef650cab6f6a98a5f1ba567413000464f438141beed58a270b1ec5334535a2c5","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: gpl-3.0 language: - as - bn - brx - doi - gom - gu - en - hi - kn - ks - mai - ml - mni - mr - ne - or - pa - sa - sat - sd - ta - te - ur base_model: - google/gemma-3-4b-it base_model_relation: finetune pipeline_tag: translation --- Sarvam-Translate <p align=\"center\"> <a href=\"https://dashboard.sarvam.ai/translate\" target=\"_blank\" rel=\"noopener noreferrer\"> <img src=\"https://img.shields.io/badge/🚀 Try on Sarvam&nbsp;Playground-1488CC?style=for-the-badge&logo=rocket\" alt=\"Try on Sarvam Playground\" /> </a> </p> Sarvam-Translate is an advanced translation model built by Sarvam AI in partnership with AI4Bharat, specifically designed for comprehensive, document-level translation across the 22 official Indian languages, built on Gemma3-4B-IT. It addresses modern translation needs by moving beyond isolated sentences to handle long-context inputs, diverse content types, and various formats. Sarvam-Translate aims to provide high-quality, contextually aware translations for Indian languages, which have traditionally lagged behind high-resource languages in LLM performance. Learn more about Sarvam-Translate in our detailed [blog..."}],"related_signals":[{"id":"7dc590e1-15e2-465e-80c4-d7679d3b0d68","url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68","source_url":"https://huggingface.co/sarvamai/sarvam-105b","title":"sarvamai/sarvam-105b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-03-03T13:13:55+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"27a7f90b-8d29-490f-985e-274f4947fcfb","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","source_url":"https://huggingface.co/sarvamai/sarvam-30b","title":"sarvamai/sarvam-30b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-03-03T12:53:32+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","url":"https://onlylabs.fyi/signals/c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","source_url":"https://huggingface.co/sarvamai/sarvam-m","title":"sarvamai/sarvam-m","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-05-20T06:39:05+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","source_url":"https://huggingface.co/sarvamai/sarvam-1","title":"sarvamai/sarvam-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-10-23T13:18:53+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"cdeb5674-6ea6-4403-aea5-0db09be329ae","url":"https://onlylabs.fyi/signals/cdeb5674-6ea6-4403-aea5-0db09be329ae","source_url":"https://huggingface.co/sarvamai/sarvam-1-v0.5","title":"sarvamai/sarvam-1-v0.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-13T07:32:37+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"186da869-f835-4a0d-8310-2015dd4cadc4","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","source_url":"https://huggingface.co/sarvamai/shuka-1","title":"sarvamai/shuka-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-08T21:45:22+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"}]}