{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PaddleHub v2.3.1","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684","json_url":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684/signal.json","generated_at":"2026-06-11T03:45:05.231187+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/0521bd3d-c572-465b-bd36-2f5c91e60684","signal_json":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684/signal.json","source":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","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/PaddleHub v2.3.1 (PaddlePaddle/PaddleHub). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update of a library · PaddleHub v2.3.1 Repository: PaddlePaddle/PaddleHub Tag: v2.3.1 Published: 2025-06-27T12:41:42Z Prerelease: no Release notes: 【1、框架和模块代码升级】 - hub install新增模块对于环境版本兼容性的判定.... 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/PaddleHub/releases/tag/v2.3.1","source_host":"github.com","occurred_at":"2025-06-27T12:41:42+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PaddleHub"},"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/PaddleHub","source":"source"},{"label":"Release","value":"PaddleHub v2.3.1","source":"source"},{"label":"Notability","value":"Routine version update of a library","source":"signal"},{"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/PaddleHub/releases/tag/v2.3.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:05.231187+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684/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/0521bd3d-c572-465b-bd36-2f5c91e60684/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","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/PaddleHub v2.3.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleHub v2.3.1","text":"Baidu (ERNIE) released PaddlePaddle/PaddleHub v2.3.1."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleHub v2.3.1 is classified as release signal."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleHub v2.3.1 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has context","object":"PaddlePaddle/PaddleHub","text":"PaddlePaddle/PaddleHub v2.3.1 has context PaddlePaddle/PaddleHub."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleHub v2.3.1 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleHub v2.3.1 has captured page count 1."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleHub v2.3.1 has readable page count 1."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleHub v2.3.1 has related signal count 6."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","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/PaddleHub v2.3.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleHub v2.3.1 has source host github.com."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleHub v2.3.1 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PaddleHub v2.3.1 has signal desk releases."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleHub v2.3.1 has source host github.com."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has repository","object":"PaddlePaddle/PaddleHub","text":"PaddlePaddle/PaddleHub v2.3.1 has repository PaddlePaddle/PaddleHub."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has release","object":"PaddleHub v2.3.1","text":"PaddlePaddle/PaddleHub v2.3.1 has release PaddleHub v2.3.1."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has notability","object":"Routine version update of a library","text":"PaddlePaddle/PaddleHub v2.3.1 has notability Routine version update of a library."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PaddleHub v2.3.1 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleHub v2.3.1 (PaddlePaddle/PaddleHub). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version update of a library · PaddleHub v2.3.1 Repository: PaddlePaddle/PaddleHub Tag: v2.3.1 Published: 2025-06-27T12:41:42Z Prerelease: no Release notes: 【1、框架和模块代码升级】 - hub install新增模块对于环境版本兼容性的判定.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleHub v2.3.1","text":"Baidu (ERNIE) released PaddlePaddle/PaddleHub v2.3.1."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleHub v2.3.1 is classified as release signal."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleHub v2.3.1 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has context","object":"PaddlePaddle/PaddleHub","text":"PaddlePaddle/PaddleHub v2.3.1 has context PaddlePaddle/PaddleHub."},{"subject":"PaddlePaddle/PaddleHub v2.3.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleHub v2.3.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0521bd3d-c572-465b-bd36-2f5c91e60684","url":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684","json_url":"https://onlylabs.fyi/signals/0521bd3d-c572-465b-bd36-2f5c91e60684/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","title":"PaddlePaddle/PaddleHub v2.3.1","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PaddleHub","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-06-27T12:41:42+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/PaddleHub/releases/tag/v2.3.1"]},"facets":{"repo":"PaddlePaddle/PaddleHub"},"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/PaddleHub/releases/tag/v2.3.1","final_url":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","title":"PaddlePaddle/PaddleHub v2.3.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:05.231187+00:00","bytes":3043,"raw_path":"5efcfacb3fae7d810df91fdb7d33854a6b7af27fba6c4a4cc21c8f51cd32e1ce.json","content_hash":"51410e3e0a35d9e4e9e72be6e55b43cbd3460d91c7caac113cc5e6693986fa4c","excerpt_chars":1200,"truncated":false,"excerpt":"PaddleHub v2.3.1 Repository: PaddlePaddle/PaddleHub Tag: v2.3.1 Published: 2025-06-27T12:41:42Z Prerelease: no Release notes: 【1、框架和模块代码升级】 - hub install新增模块对于环境版本兼容性的判定 [PR2145](https://github.com/PaddlePaddle/PaddleHub/pull/2145) - hub serving新增对于模块gradio app的支持 [PR2146](https://github.com/PaddlePaddle/PaddleHub/pull/2146) 【2、问题修复】 - 修复RunModule的save_inference_model的报错问题 [PR2143](https://github.com/PaddlePaddle/PaddleHub/pull/2143) 【1、Improvements】 - Add client environment version judgement for hub install [PR2145](https://github.com/PaddlePaddle/PaddleHub/pull/2145) - Add gradio app support in module for hub serving [PR2146](https://github.com/PaddlePaddle/PaddleHub/pull/2146) 【2、Bug fixes】 - Fix exporting error in RunModule::save_inference_model interface [PR2143](https://github.com/PaddlePaddle/PaddleHub/pull/2143)"},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","final_url":"https://github.com/PaddlePaddle/PaddleHub/releases/tag/v2.3.1","title":"PaddlePaddle/PaddleHub v2.3.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:05.231187+00:00","bytes":3043,"raw_path":"5efcfacb3fae7d810df91fdb7d33854a6b7af27fba6c4a4cc21c8f51cd32e1ce.json","content_hash":"51410e3e0a35d9e4e9e72be6e55b43cbd3460d91c7caac113cc5e6693986fa4c","excerpt_chars":1200,"truncated":false,"excerpt":"PaddleHub v2.3.1 Repository: PaddlePaddle/PaddleHub Tag: v2.3.1 Published: 2025-06-27T12:41:42Z Prerelease: no Release notes: 【1、框架和模块代码升级】 - hub install新增模块对于环境版本兼容性的判定 [PR2145](https://github.com/PaddlePaddle/PaddleHub/pull/2145) - hub serving新增对于模块gradio app的支持 [PR2146](https://github.com/PaddlePaddle/PaddleHub/pull/2146) 【2、问题修复】 - 修复RunModule的save_inference_model的报错问题 [PR2143](https://github.com/PaddlePaddle/PaddleHub/pull/2143) 【1、Improvements】 - Add client environment version judgement for hub install [PR2145](https://github.com/PaddlePaddle/PaddleHub/pull/2145) - Add gradio app support in module for hub serving [PR2146](https://github.com/PaddlePaddle/PaddleHub/pull/2146) 【2、Bug fixes】 - Fix exporting error in RunModule::save_inference_model interface [PR2143](https://github.com/PaddlePaddle/PaddleHub/pull/2143)"}],"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"}]}