{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PaddleSeg v2.8.0","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73","json_url":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73/signal.json","generated_at":"2026-06-11T03:45:12.525219+00:00","org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/baidu","dossier_json_url":"https://onlylabs.fyi/labs/baidu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73","signal_json":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73/signal.json","source":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","lab_dossier":"https://onlylabs.fyi/labs/baidu","lab_dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis":"https://onlylabs.fyi/analysis/baidu","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/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":"Baidu (ERNIE) published PaddlePaddle/PaddleSeg v2.8.0 (PaddlePaddle/PaddleSeg). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleSeg v2.8.0 Repository: PaddlePaddle/PaddleSeg Tag: v2.8.0 Published: 2023-04-11T13:27:26Z Prerelease: no Release notes: New Features Vision Foundation Model *.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","source_host":"github.com","occurred_at":"2023-04-11T13:27:26+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PaddleSeg"},"context_markers":[{"label":"Lab","value":"Baidu (ERNIE)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"PaddlePaddle/PaddleSeg","source":"source"},{"label":"Release","value":"PaddleSeg v2.8.0","source":"source"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"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://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:12.525219+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73/signal.json","dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","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 changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show 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/cac518fd-d5fc-443f-92ca-2bee26d7be73/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baidu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baidu/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, analyze Baidu (ERNIE)'s release signal \"PaddlePaddle/PaddleSeg v2.8.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleSeg v2.8.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleSeg v2.8.0."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleSeg v2.8.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleSeg v2.8.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has context","object":"PaddlePaddle/PaddleSeg","text":"PaddlePaddle/PaddleSeg v2.8.0 has context PaddlePaddle/PaddleSeg."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleSeg v2.8.0 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleSeg v2.8.0 has captured page count 1."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleSeg v2.8.0 has readable page count 1."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleSeg v2.8.0 has related signal count 6."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","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":"PaddlePaddle/PaddleSeg v2.8.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleSeg v2.8.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleSeg v2.8.0 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PaddleSeg v2.8.0 has signal desk releases."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleSeg v2.8.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has repository","object":"PaddlePaddle/PaddleSeg","text":"PaddlePaddle/PaddleSeg v2.8.0 has repository PaddlePaddle/PaddleSeg."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has release","object":"PaddleSeg v2.8.0","text":"PaddlePaddle/PaddleSeg v2.8.0 has release PaddleSeg v2.8.0."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has watch term","object":"Eval methodology","text":"PaddlePaddle/PaddleSeg v2.8.0 has watch term Eval methodology."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has watch term","object":"Data pipeline","text":"PaddlePaddle/PaddleSeg v2.8.0 has watch term Data pipeline."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PaddleSeg v2.8.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleSeg v2.8.0 (PaddlePaddle/PaddleSeg). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleSeg v2.8.0 Repository: PaddlePaddle/PaddleSeg Tag: v2.8.0 Published: 2023-04-11T13:27:26Z Prerelease: no Release notes: New Features Vision Foundation Model *.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleSeg v2.8.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleSeg v2.8.0."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleSeg v2.8.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleSeg v2.8.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has context","object":"PaddlePaddle/PaddleSeg","text":"PaddlePaddle/PaddleSeg v2.8.0 has context PaddlePaddle/PaddleSeg."},{"subject":"PaddlePaddle/PaddleSeg v2.8.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleSeg v2.8.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cac518fd-d5fc-443f-92ca-2bee26d7be73","url":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73","json_url":"https://onlylabs.fyi/signals/cac518fd-d5fc-443f-92ca-2bee26d7be73/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","title":"PaddlePaddle/PaddleSeg v2.8.0","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PaddleSeg","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2023-04-11T13:27:26+00:00","first_seen_at":"2026-06-05T20:58:47.85163+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://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0"]},"facets":{"repo":"PaddlePaddle/PaddleSeg"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","final_url":"https://github.com/PaddlePaddle/PaddleSeg/releases/tag/v2.8.0","title":"PaddlePaddle/PaddleSeg v2.8.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:12.525219+00:00","bytes":8155,"raw_path":"7882d5cbde78f0779711b3d1c637bebb6e9898005c56ef410e041b7a24fe198b.json","content_hash":"5818ffac57b09e9990b1efd566c0d58109b8b02d0d50ef32f88cb188c05a6275","excerpt_chars":1200,"truncated":true,"excerpt":"PaddleSeg v2.8.0 Repository: PaddlePaddle/PaddleSeg Tag: v2.8.0 Published: 2023-04-11T13:27:26Z Prerelease: no Release notes: New Features Vision Foundation Model * Release Segment Anything Model (SAM) based on PaddlePaddle. 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As a vision foundation model, SAM has the powerful zero-shot capability to segment any objects and images. SAM can also segment specified object with prompt input. * Provide a gradio-based demo, which can be easily deployed to demonstrate the function of automatic full-image segmentation. * Provide a script-based demo, which segments specific objects with a point, box, or mask as prompt input. Semantic Segmentation * Release PP-MobileSeg, a lightweight semantic segmentation model for mobile devices. Comparing PP-MobileSeg with the previous SOTA model on ADE20K dataset, the accuracy is increased by 1.5%, the speed is increased by 42.3%, and the number of parameters is reduced by 34.9%. * Add 7 semantic segmentation models, i.e., MaskFormer, HRFormer, ViT-Adapter, CAE, SegNeXt, K-Net, and LPSNet. * Enhance model training modules: Add Exponential Moving Average (EMA); refactor the optimizer as a customizable component; decouple Config from Builder, and strictly..."}],"related_signals":[{"id":"fef9275e-0e82-41f1-bba1-2435d0ea78fe","url":"https://onlylabs.fyi/signals/fef9275e-0e82-41f1-bba1-2435d0ea78fe","source_url":"https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v3.6.0","title":"PaddlePaddle/PaddleOCR v3.6.0","context":"PaddlePaddle/PaddleOCR","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-28T11:42:29+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"fa062841-8907-4a3a-a678-e88ec59bd01f","url":"https://onlylabs.fyi/signals/fa062841-8907-4a3a-a678-e88ec59bd01f","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.6.1","title":"PaddlePaddle/PaddleX v3.6.1","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-27T14:36:14+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"f3a247db-4dde-4b63-87a2-81a1074042c0","url":"https://onlylabs.fyi/signals/f3a247db-4dde-4b63-87a2-81a1074042c0","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.6.0","title":"PaddlePaddle/PaddleX v3.6.0","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-27T13:51:59+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"f557ec7a-087a-451a-b48a-acb237277400","url":"https://onlylabs.fyi/signals/f557ec7a-087a-451a-b48a-acb237277400","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.5.2","title":"PaddlePaddle/PaddleX v3.5.2","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-11T04:56:45+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"e3fd3568-a19c-42c3-bb08-70344cedf067","url":"https://onlylabs.fyi/signals/e3fd3568-a19c-42c3-bb08-70344cedf067","source_url":"https://github.com/PaddlePaddle/PaddleX/releases/tag/v3.5.1","title":"PaddlePaddle/PaddleX v3.5.1","context":"PaddlePaddle/PaddleX","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-04-22T11:54:56+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"1908fd85-e2d7-410a-b897-a86d490d1c86","url":"https://onlylabs.fyi/signals/1908fd85-e2d7-410a-b897-a86d490d1c86","source_url":"https://github.com/PaddlePaddle/PaddleOCR/releases/tag/v3.5.0","title":"PaddlePaddle/PaddleOCR v3.5.0","context":"PaddlePaddle/PaddleOCR","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-04-21T08:40:47+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"}]}