{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PGL 2.2.5","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f","json_url":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f/signal.json","generated_at":"2026-06-11T03:45:11.797544+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/f10d37d7-5981-4a55-9ecf-125be29c0d4f","signal_json":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f/signal.json","source":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","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/PGL 2.2.5 (PaddlePaddle/PGL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PGL-2.2.5 Repository: PaddlePaddle/PGL Tag: 2.2.5 Published: 2023-05-18T06:27:52Z Prerelease: no Release notes: 版本更新： 1、框架模型更新： - 将大部分GNN模型底层消息传递机制更新为 paddle.geometric.... 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/PGL/releases/tag/2.2.5","source_host":"github.com","occurred_at":"2023-05-18T06:27:52+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PGL"},"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/PGL","source":"source"},{"label":"Release","value":"PGL-2.2.5","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/PGL/releases/tag/2.2.5"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:11.797544+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f/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/f10d37d7-5981-4a55-9ecf-125be29c0d4f/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","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/PGL 2.2.5\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PGL 2.2.5","text":"Baidu (ERNIE) released PaddlePaddle/PGL 2.2.5."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PGL 2.2.5 is classified as release signal."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PGL 2.2.5 belongs to releases desk."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has context","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL 2.2.5 has context PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PGL 2.2.5 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PGL 2.2.5 has captured page count 1."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PGL 2.2.5 has readable page count 1."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PGL 2.2.5 has related signal count 6."},{"subject":"PaddlePaddle/PGL 2.2.5","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/PGL 2.2.5 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PGL 2.2.5 has source host github.com."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PGL 2.2.5 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PGL 2.2.5 has signal desk releases."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PGL 2.2.5 has source host github.com."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has repository","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL 2.2.5 has repository PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has release","object":"PGL-2.2.5","text":"PaddlePaddle/PGL 2.2.5 has release PGL-2.2.5."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PGL 2.2.5 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PGL 2.2.5 (PaddlePaddle/PGL). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PGL-2.2.5 Repository: PaddlePaddle/PGL Tag: 2.2.5 Published: 2023-05-18T06:27:52Z Prerelease: no Release notes: 版本更新： 1、框架模型更新： - 将大部分GNN模型底层消息传递机制更新为 paddle.geometric.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PGL 2.2.5","text":"Baidu (ERNIE) released PaddlePaddle/PGL 2.2.5."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PGL 2.2.5 is classified as release signal."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PGL 2.2.5 belongs to releases desk."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has context","object":"PaddlePaddle/PGL","text":"PaddlePaddle/PGL 2.2.5 has context PaddlePaddle/PGL."},{"subject":"PaddlePaddle/PGL 2.2.5","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PGL 2.2.5 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"f10d37d7-5981-4a55-9ecf-125be29c0d4f","url":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f","json_url":"https://onlylabs.fyi/signals/f10d37d7-5981-4a55-9ecf-125be29c0d4f/signal.json","source_url":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","title":"PaddlePaddle/PGL 2.2.5","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PGL","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2023-05-18T06:27:52+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/PGL/releases/tag/2.2.5"]},"facets":{"repo":"PaddlePaddle/PGL"},"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/PGL/releases/tag/2.2.5","final_url":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","title":"PaddlePaddle/PGL 2.2.5","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:11.797544+00:00","bytes":2951,"raw_path":"fbee53de2cf1a3be6927c448b48558a425f383e05cd9a8021a881fc150c2b4de.json","content_hash":"472b7c3cf01fd09782ecb2b6cfc832ebd9a6f9dec8c06fffdc582bd7786fe47e","excerpt_chars":1200,"truncated":false,"excerpt":"PGL-2.2.5 Repository: PaddlePaddle/PGL Tag: 2.2.5 Published: 2023-05-18T06:27:52Z Prerelease: no Release notes: 版本更新： 1、框架模型更新： - 将大部分GNN模型底层消息传递机制更新为 paddle.geometric 调用方式。 - 新增 UVA 图存储，UVA方式可以支持将图结构存储在CPU内存中，但仍可以通过GPU设备进行访问。 - 新增 BernNet、ChebNetII、FAGCN、GATv2、GPRGNN模型。 2、工具库更新： - 新增超大规模GPU图表示学习训练引擎PGLBox，具备低成本、高性能、高稳定、灵活易用的全面优势。通过异构层次化存储技术，突破了显存瓶颈，单机即可支持百亿节点、数百亿边的图采样和训练，可用于快速搭建基于GNN的推荐系统、用户画像、图检索系统。（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/PGLBox)）"},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","final_url":"https://github.com/PaddlePaddle/PGL/releases/tag/2.2.5","title":"PaddlePaddle/PGL 2.2.5","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:11.797544+00:00","bytes":2951,"raw_path":"fbee53de2cf1a3be6927c448b48558a425f383e05cd9a8021a881fc150c2b4de.json","content_hash":"472b7c3cf01fd09782ecb2b6cfc832ebd9a6f9dec8c06fffdc582bd7786fe47e","excerpt_chars":1200,"truncated":false,"excerpt":"PGL-2.2.5 Repository: PaddlePaddle/PGL Tag: 2.2.5 Published: 2023-05-18T06:27:52Z Prerelease: no Release notes: 版本更新： 1、框架模型更新： - 将大部分GNN模型底层消息传递机制更新为 paddle.geometric 调用方式。 - 新增 UVA 图存储，UVA方式可以支持将图结构存储在CPU内存中，但仍可以通过GPU设备进行访问。 - 新增 BernNet、ChebNetII、FAGCN、GATv2、GPRGNN模型。 2、工具库更新： - 新增超大规模GPU图表示学习训练引擎PGLBox，具备低成本、高性能、高稳定、灵活易用的全面优势。通过异构层次化存储技术，突破了显存瓶颈，单机即可支持百亿节点、数百亿边的图采样和训练，可用于快速搭建基于GNN的推荐系统、用户画像、图检索系统。（详情请参考[这里](https://github.com/PaddlePaddle/PGL/tree/main/apps/PGLBox)）"}],"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"}]}