{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Model: microsoft/Lens-Base","description":"Microsoft model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb","json_url":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb/signal.json","generated_at":"2026-06-11T02:40:51.451032+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb","signal_json":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb/signal.json","source":"https://huggingface.co/microsoft/Lens-Base","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/Lens-Base. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. 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the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb/signal.json","required":true},{"label":"source","url":"https://huggingface.co/microsoft/Lens-Base","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/microsoft/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/microsoft/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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, 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1."},{"subject":"microsoft/Lens-Base","predicate":"has related signal count","object":"6","text":"microsoft/Lens-Base has related signal count 6."},{"subject":"microsoft/Lens-Base","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":"microsoft/Lens-Base has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"microsoft/Lens-Base","predicate":"has source host","object":"huggingface.co","text":"microsoft/Lens-Base has source host huggingface.co."},{"subject":"microsoft/Lens-Base","predicate":"has lab","object":"Microsoft","text":"microsoft/Lens-Base has lab Microsoft."},{"subject":"microsoft/Lens-Base","predicate":"has signal desk","object":"releases","text":"microsoft/Lens-Base has signal desk releases."},{"subject":"microsoft/Lens-Base","predicate":"has source 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This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license mit · 1.2K HF downloads · Notable model release, low traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Microsoft","predicate":"published model","object":"microsoft/Lens-Base","text":"Microsoft published model microsoft/Lens-Base."},{"subject":"microsoft/Lens-Base","predicate":"is classified as","object":"model signal","text":"microsoft/Lens-Base is classified as model signal."},{"subject":"microsoft/Lens-Base","predicate":"belongs to","object":"releases desk","text":"microsoft/Lens-Base belongs to releases desk."},{"subject":"microsoft/Lens-Base","predicate":"has evidence coverage","object":"1 captured evidence page","text":"microsoft/Lens-Base has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e94cc53d-d858-48ba-880d-83f8f6c663fb","url":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb","json_url":"https://onlylabs.fyi/signals/e94cc53d-d858-48ba-880d-83f8f6c663fb/signal.json","source_url":"https://huggingface.co/microsoft/Lens-Base","title":"microsoft/Lens-Base","summary":"Microsoft published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-15T06:08:02+00:00","first_seen_at":"2026-06-06T01:49:31.285803+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/microsoft/Lens-Base/raw/main/README.md"]},"facets":{"pipeline_tag":"text-to-image","license":"mit"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":1185,"hf_likes":19},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/microsoft/Lens-Base/raw/main/README.md","final_url":"https://huggingface.co/microsoft/Lens-Base/raw/main/README.md","title":"microsoft/Lens-Base model card","http_status":200,"content_type":"text/plain; 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<br /> Microsoft &nbsp;|&nbsp; &ast;Core Contributors &nbsp;|&nbsp; &dagger;Project Lead </p> <p> <a href=\"https://arxiv.org/abs/2605.21573\"><img alt=\"arXiv\" src=\"https://img.shields.io/badge/arXiv-Paper-b31b1b?logo=arxiv&logoColor=white\" height=\"22\" /></a> &nbsp; <a..."},"evidence_pages":[{"url":"https://huggingface.co/microsoft/Lens-Base/raw/main/README.md","final_url":"https://huggingface.co/microsoft/Lens-Base/raw/main/README.md","title":"microsoft/Lens-Base model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:40:51.451032+00:00","bytes":24714,"raw_path":"846d56fc2c8db6938df408f2efb5785f73bffb1094c814561914dda6afb60d5d.md","content_hash":"b9462ed33043d93ef06ea4565fc9870a03681e31ccf6b7010059766240203759","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: mit language: - en pipeline_tag: text-to-image --- <div align=\"center\"> Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models <img src=\"assets/teaser.webp\" alt=\"Lens Teaser\" width=\"100%\" /> <p> <b>Contributors (Alphabetical Order):</b><br /> <strong>Baining Guo</strong>, <strong>Chong Luo</strong>, <strong>Dong Chen</strong>&dagger;, <strong>Dongdong Chen</strong>, <strong>Fangyun Wei</strong>&dagger;, <strong>Ji Li</strong>, <strong>Jianmin Bao</strong>, <strong>Jiawei Zhang</strong>&ast;, <strong>Jinjing Zhao</strong>&ast;, <strong>Lei Shi</strong>, <strong>Qinhong Yang</strong>, <strong>Sirui Zhang</strong>&ast;, <strong>Xiuyu Wu</strong>, <strong>Xuelu Feng</strong>, <strong>Yan Lu</strong>, <strong>Yanchen Dong</strong>, <strong>Yang Yue</strong>&ast;, <strong>Yitong Wang</strong>, <strong>Yunuo Chen</strong>, <strong>Zhiyang Liang</strong>&ast;, <strong>Ziyu Wan</strong>&dagger; <br /> Microsoft &nbsp;|&nbsp; &ast;Core Contributors &nbsp;|&nbsp; &dagger;Project Lead </p> <p> <a href=\"https://arxiv.org/abs/2605.21573\"><img alt=\"arXiv\" src=\"https://img.shields.io/badge/arXiv-Paper-b31b1b?logo=arxiv&logoColor=white\" height=\"22\" /></a> &nbsp; <a..."}],"related_signals":[{"id":"4b2486b9-1b30-479d-83b0-1ecdb938fc3e","url":"https://onlylabs.fyi/signals/4b2486b9-1b30-479d-83b0-1ecdb938fc3e","source_url":"https://huggingface.co/microsoft/vermeer-XL-CA","title":"microsoft/vermeer-XL-CA","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-26T17:55:46+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"},{"id":"ed425799-510e-430b-afae-0378abf54ad4","url":"https://onlylabs.fyi/signals/ed425799-510e-430b-afae-0378abf54ad4","source_url":"https://huggingface.co/microsoft/vermeer-XL","title":"microsoft/vermeer-XL","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-26T17:55:37+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"},{"id":"8e9eb1bc-b6f3-4133-b1bd-ed73a410f238","url":"https://onlylabs.fyi/signals/8e9eb1bc-b6f3-4133-b1bd-ed73a410f238","source_url":"https://huggingface.co/microsoft/vermeer-L-AP","title":"microsoft/vermeer-L-AP","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-26T17:55:01+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"},{"id":"819ae628-aeba-490d-9114-24573764895e","url":"https://onlylabs.fyi/signals/819ae628-aeba-490d-9114-24573764895e","source_url":"https://huggingface.co/microsoft/vermeer-L","title":"microsoft/vermeer-L","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-26T17:54:56+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"},{"id":"eb0c95f2-16bc-426d-853e-aa8d34996f15","url":"https://onlylabs.fyi/signals/eb0c95f2-16bc-426d-853e-aa8d34996f15","source_url":"https://huggingface.co/microsoft/Lens-Turbo","title":"microsoft/Lens-Turbo","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-15T06:06:39+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"},{"id":"27032b9e-84bc-4c34-afa8-9c150d0ac697","url":"https://onlylabs.fyi/signals/27032b9e-84bc-4c34-afa8-9c150d0ac697","source_url":"https://huggingface.co/microsoft/Lens","title":"microsoft/Lens","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab"},"occurred_at":"2026-05-15T01:53:50+00:00","first_seen_at":"2026-06-06T01:49:31.285803+00:00","date_source":"source"}]}