{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PaddleClas v2.4.0","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8","json_url":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8/signal.json","generated_at":"2026-06-11T03:45:17.01856+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/e1598024-a132-440d-8a9d-90b20db798a8","signal_json":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8/signal.json","source":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","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/PaddleClas v2.4.0 (PaddlePaddle/PaddleClas). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleClas v2.4.0 Repository: PaddlePaddle/PaddleClas Tag: v2.4.0 Published: 2022-07-07T06:41:32Z Prerelease: no Release notes: 1.Release Practical Ultra Light-weight.... 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/PaddleClas/releases/tag/v2.4.0","source_host":"github.com","occurred_at":"2022-07-07T06:41:32+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PaddleClas"},"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/PaddleClas","source":"source"},{"label":"Release","value":"PaddleClas v2.4.0","source":"source"},{"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/PaddleClas/releases/tag/v2.4.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:17.01856+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8/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/e1598024-a132-440d-8a9d-90b20db798a8/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","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/PaddleClas v2.4.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleClas v2.4.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleClas v2.4.0."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleClas v2.4.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleClas v2.4.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has context","object":"PaddlePaddle/PaddleClas","text":"PaddlePaddle/PaddleClas v2.4.0 has context PaddlePaddle/PaddleClas."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleClas v2.4.0 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleClas v2.4.0 has captured page count 1."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleClas v2.4.0 has readable page count 1."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleClas v2.4.0 has related signal count 6."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","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/PaddleClas v2.4.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleClas v2.4.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleClas v2.4.0 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PaddleClas v2.4.0 has signal desk releases."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleClas v2.4.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has repository","object":"PaddlePaddle/PaddleClas","text":"PaddlePaddle/PaddleClas v2.4.0 has repository PaddlePaddle/PaddleClas."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has release","object":"PaddleClas v2.4.0","text":"PaddlePaddle/PaddleClas v2.4.0 has release PaddleClas v2.4.0."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PaddleClas v2.4.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleClas v2.4.0 (PaddlePaddle/PaddleClas). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleClas v2.4.0 Repository: PaddlePaddle/PaddleClas Tag: v2.4.0 Published: 2022-07-07T06:41:32Z Prerelease: no Release notes: 1.Release Practical Ultra Light-weight.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleClas v2.4.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleClas v2.4.0."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleClas v2.4.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleClas v2.4.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has context","object":"PaddlePaddle/PaddleClas","text":"PaddlePaddle/PaddleClas v2.4.0 has context PaddlePaddle/PaddleClas."},{"subject":"PaddlePaddle/PaddleClas v2.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleClas v2.4.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e1598024-a132-440d-8a9d-90b20db798a8","url":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8","json_url":"https://onlylabs.fyi/signals/e1598024-a132-440d-8a9d-90b20db798a8/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","title":"PaddlePaddle/PaddleClas v2.4.0","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PaddleClas","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2022-07-07T06:41:32+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/PaddleClas/releases/tag/v2.4.0"]},"facets":{"repo":"PaddlePaddle/PaddleClas"},"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/PaddleClas/releases/tag/v2.4.0","final_url":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","title":"PaddlePaddle/PaddleClas v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:17.01856+00:00","bytes":2719,"raw_path":"053a781019b96c92ad8310ab513d2efd5163cf4333310343a206d52cfcc52800.json","content_hash":"39a8b5dff30b898518e9efe608e273310ec429046effac26bcb65f3e7bd453e9","excerpt_chars":1200,"truncated":false,"excerpt":"PaddleClas v2.4.0 Repository: PaddlePaddle/PaddleClas Tag: v2.4.0 Published: 2022-07-07T06:41:32Z Prerelease: no Release notes: 1.Release Practical Ultra Light-weight image Classification solutions. PULC models inference within 3ms on CPU devices, with accuracy on par with SwinTransformer. 2.Release 9 PULC models including person attribute, traffic sign recognition, text image orientation classification, etc. 3.Release PP-HGNet classification network, which is suitable for gpu devices 4.Release PP-LCNet v2 classification network, which is suitable for cpu devices. 5.Add CSwinTransformer, PVTv2, MobileViT and VAN. 6.Add BoT ReID models."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","final_url":"https://github.com/PaddlePaddle/PaddleClas/releases/tag/v2.4.0","title":"PaddlePaddle/PaddleClas v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:17.01856+00:00","bytes":2719,"raw_path":"053a781019b96c92ad8310ab513d2efd5163cf4333310343a206d52cfcc52800.json","content_hash":"39a8b5dff30b898518e9efe608e273310ec429046effac26bcb65f3e7bd453e9","excerpt_chars":1200,"truncated":false,"excerpt":"PaddleClas v2.4.0 Repository: PaddlePaddle/PaddleClas Tag: v2.4.0 Published: 2022-07-07T06:41:32Z Prerelease: no Release notes: 1.Release Practical Ultra Light-weight image Classification solutions. PULC models inference within 3ms on CPU devices, with accuracy on par with SwinTransformer. 2.Release 9 PULC models including person attribute, traffic sign recognition, text image orientation classification, etc. 3.Release PP-HGNet classification network, which is suitable for gpu devices 4.Release PP-LCNet v2 classification network, which is suitable for cpu devices. 5.Add CSwinTransformer, PVTv2, MobileViT and VAN. 6.Add BoT ReID models."}],"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"}]}