{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PaddleFlow v0.14.5.3","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43","json_url":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43/signal.json","generated_at":"2026-06-11T03:45:13.319623+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/c255b27d-705b-4c3a-9d24-9319d9e35b43","signal_json":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43/signal.json","source":"https://github.com/PaddlePaddle/PaddleFlow/releases/tag/v0.14.5.3","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/PaddleFlow v0.14.5.3 (PaddlePaddle/PaddleFlow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: improve Robustness Repository: PaddlePaddle/PaddleFlow Tag: v0.14.5.3 Published: 2023-02-22T09:04:54Z Prerelease: no Release notes: What's Changed * fix: develop bug by.... 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/PaddleFlow/releases/tag/v0.14.5.3","source_host":"github.com","occurred_at":"2023-02-22T09:04:54+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PaddleFlow"},"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/PaddleFlow","source":"source"},{"label":"Release","value":"improve Robustness","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/PaddleFlow/releases/tag/v0.14.5.3"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:13.319623+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43/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/c255b27d-705b-4c3a-9d24-9319d9e35b43/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleFlow/releases/tag/v0.14.5.3","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/PaddleFlow v0.14.5.3\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleFlow v0.14.5.3","text":"Baidu (ERNIE) released PaddlePaddle/PaddleFlow v0.14.5.3."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleFlow v0.14.5.3 is classified as release signal."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleFlow v0.14.5.3 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has context","object":"PaddlePaddle/PaddleFlow","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has context PaddlePaddle/PaddleFlow."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has captured page count 1."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has readable page count 1."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has related signal count 6."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","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/PaddleFlow v0.14.5.3 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has source host github.com."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has signal desk releases."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has source host github.com."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has repository","object":"PaddlePaddle/PaddleFlow","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has repository PaddlePaddle/PaddleFlow."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has release","object":"improve Robustness","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has release improve Robustness."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleFlow v0.14.5.3 (PaddlePaddle/PaddleFlow). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: improve Robustness Repository: PaddlePaddle/PaddleFlow Tag: v0.14.5.3 Published: 2023-02-22T09:04:54Z Prerelease: no Release notes: What's Changed * fix: develop bug by.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleFlow v0.14.5.3","text":"Baidu (ERNIE) released PaddlePaddle/PaddleFlow v0.14.5.3."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleFlow v0.14.5.3 is classified as release signal."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleFlow v0.14.5.3 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has context","object":"PaddlePaddle/PaddleFlow","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has context PaddlePaddle/PaddleFlow."},{"subject":"PaddlePaddle/PaddleFlow v0.14.5.3","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleFlow v0.14.5.3 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c255b27d-705b-4c3a-9d24-9319d9e35b43","url":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43","json_url":"https://onlylabs.fyi/signals/c255b27d-705b-4c3a-9d24-9319d9e35b43/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleFlow/releases/tag/v0.14.5.3","title":"PaddlePaddle/PaddleFlow v0.14.5.3","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PaddleFlow","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu 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