{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/Paddle-Lite v2.11","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071","json_url":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071/signal.json","generated_at":"2026-06-11T03:45:50.476325+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/4dd6bc0f-6f81-4fda-9643-f1d7337c2071","signal_json":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071/signal.json","source":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","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/Paddle-Lite v2.11 (PaddlePaddle/Paddle-Lite). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.11 Repository: PaddlePaddle/Paddle-Lite Tag: v2.11 Published: 2022-05-11T02:58:30Z Prerelease: no Release notes: Release Notes 重要更新 - 新增非结构化 1x1.... 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/Paddle-Lite/releases/tag/v2.11","source_host":"github.com","occurred_at":"2022-05-11T02:58:30+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/Paddle-Lite"},"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/Paddle-Lite","source":"source"},{"label":"Release","value":"v2.11","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/Paddle-Lite/releases/tag/v2.11"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:50.476325+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071/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/4dd6bc0f-6f81-4fda-9643-f1d7337c2071/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","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/Paddle-Lite v2.11\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/Paddle-Lite v2.11","text":"Baidu (ERNIE) released PaddlePaddle/Paddle-Lite v2.11."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/Paddle-Lite v2.11 is classified as release signal."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/Paddle-Lite v2.11 belongs to releases desk."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has context","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.11 has context PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Paddle-Lite v2.11 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has captured page count","object":"1","text":"PaddlePaddle/Paddle-Lite v2.11 has captured page count 1."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has readable page count","object":"1","text":"PaddlePaddle/Paddle-Lite v2.11 has readable page count 1."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has related signal count","object":"6","text":"PaddlePaddle/Paddle-Lite v2.11 has related signal count 6."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","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/Paddle-Lite v2.11 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Paddle-Lite v2.11 has source host github.com."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/Paddle-Lite v2.11 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/Paddle-Lite v2.11 has signal desk releases."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Paddle-Lite v2.11 has source host github.com."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has repository","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.11 has repository PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has release","object":"v2.11","text":"PaddlePaddle/Paddle-Lite v2.11 has release v2.11."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/Paddle-Lite v2.11 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/Paddle-Lite v2.11 (PaddlePaddle/Paddle-Lite). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.11 Repository: PaddlePaddle/Paddle-Lite Tag: v2.11 Published: 2022-05-11T02:58:30Z Prerelease: no Release notes: Release Notes 重要更新 - 新增非结构化 1x1.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/Paddle-Lite v2.11","text":"Baidu (ERNIE) released PaddlePaddle/Paddle-Lite v2.11."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/Paddle-Lite v2.11 is classified as release signal."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/Paddle-Lite v2.11 belongs to releases desk."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has context","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.11 has context PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.11","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Paddle-Lite v2.11 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4dd6bc0f-6f81-4fda-9643-f1d7337c2071","url":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071","json_url":"https://onlylabs.fyi/signals/4dd6bc0f-6f81-4fda-9643-f1d7337c2071/signal.json","source_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","title":"PaddlePaddle/Paddle-Lite v2.11","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/Paddle-Lite","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2022-05-11T02:58:30+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/Paddle-Lite/releases/tag/v2.11"]},"facets":{"repo":"PaddlePaddle/Paddle-Lite"},"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/Paddle-Lite/releases/tag/v2.11","final_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","title":"PaddlePaddle/Paddle-Lite v2.11","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:50.476325+00:00","bytes":198753,"raw_path":"fc761fa20c3949d1703da20848a0cdad3e9d535a9fa8b2e4a0261cf8f856841a.json","content_hash":"087a0d2f3c87a2d3adf4cbf00df41ceb444391abe4014dc6d86576f03ba87d8f","excerpt_chars":1200,"truncated":true,"excerpt":"v2.11 Repository: PaddlePaddle/Paddle-Lite Tag: v2.11 Published: 2022-05-11T02:58:30Z Prerelease: no Release notes: Release Notes 重要更新 - 新增非结构化 1x1 稀疏卷积实现，[非结构化稀疏卷积](https://github.com/PaddlePaddle/Paddle-Lite/pull/6836) 相对于稠密卷积，在 75% 稀疏下，性能有20%-40% 提升（支持int8/fp32精度计算），**以下图示竖坐标默认为毫秒**。 - 支持 MobileNet 系列模型，FP32 和INT8 精度模型在ImageNet数据集的精度损失<1%，性能有20%-40% 提升，在高通835上 armv8 和 armv7 性能情况如下图所示： ![MobileNet 非结构化稀疏耗时](https://user-images.githubusercontent.com/23398086/164394599-9ffa0f26-1e91-4443-ba04-7e261b7f11a2.png) - 支持 PicoDet-m 系列模型，其中 PicoDet-ESNet-m 模型在 coco 数据集上的 mAP 损失1.5%，性能有 30%-50% 提升，在高通835上单线程和多线程（4线程）性能情况如下图所示： ![检测模型耗时](https://user-images.githubusercontent.com/23398086/164394995-4c49c1db-2c9d-4051-a795-4deaf37a2b63.png) - 新增半结构化 1x1 稀疏卷积实现，[半结构化稀疏卷积](https://github.com/PaddlePaddle/Paddle-Lite/pull/8063)相对非结构化稀疏卷积，性能有 5%-30% 提升（支持 int8/fp32 精度计算） - 支持 MobileNet 系列模型，FP32 和 INT8 精度模型在 ImageNet 数据集的精度损失<1%，性能有20%-40% 提升，在高通835上armv8 和 armv7 性能情况如下图所示 ![MobileNet 半结构化稀疏耗时](https://user-images.githubusercontent.com/23398086/164396142-02f45d4f-3689-4939-8795-dcb53eee13f9.png) - V7 FP16 精度模型支持，相比 FP32 模型，性能有约一半提升..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","final_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.11","title":"PaddlePaddle/Paddle-Lite v2.11","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:50.476325+00:00","bytes":198753,"raw_path":"fc761fa20c3949d1703da20848a0cdad3e9d535a9fa8b2e4a0261cf8f856841a.json","content_hash":"087a0d2f3c87a2d3adf4cbf00df41ceb444391abe4014dc6d86576f03ba87d8f","excerpt_chars":1200,"truncated":true,"excerpt":"v2.11 Repository: PaddlePaddle/Paddle-Lite Tag: v2.11 Published: 2022-05-11T02:58:30Z Prerelease: no Release notes: Release Notes 重要更新 - 新增非结构化 1x1 稀疏卷积实现，[非结构化稀疏卷积](https://github.com/PaddlePaddle/Paddle-Lite/pull/6836) 相对于稠密卷积，在 75% 稀疏下，性能有20%-40% 提升（支持int8/fp32精度计算），**以下图示竖坐标默认为毫秒**。 - 支持 MobileNet 系列模型，FP32 和INT8 精度模型在ImageNet数据集的精度损失<1%，性能有20%-40% 提升，在高通835上 armv8 和 armv7 性能情况如下图所示： ![MobileNet 非结构化稀疏耗时](https://user-images.githubusercontent.com/23398086/164394599-9ffa0f26-1e91-4443-ba04-7e261b7f11a2.png) - 支持 PicoDet-m 系列模型，其中 PicoDet-ESNet-m 模型在 coco 数据集上的 mAP 损失1.5%，性能有 30%-50% 提升，在高通835上单线程和多线程（4线程）性能情况如下图所示： ![检测模型耗时](https://user-images.githubusercontent.com/23398086/164394995-4c49c1db-2c9d-4051-a795-4deaf37a2b63.png) - 新增半结构化 1x1 稀疏卷积实现，[半结构化稀疏卷积](https://github.com/PaddlePaddle/Paddle-Lite/pull/8063)相对非结构化稀疏卷积，性能有 5%-30% 提升（支持 int8/fp32 精度计算） - 支持 MobileNet 系列模型，FP32 和 INT8 精度模型在 ImageNet 数据集的精度损失<1%，性能有20%-40% 提升，在高通835上armv8 和 armv7 性能情况如下图所示 ![MobileNet 半结构化稀疏耗时](https://user-images.githubusercontent.com/23398086/164396142-02f45d4f-3689-4939-8795-dcb53eee13f9.png) - V7 FP16 精度模型支持，相比 FP32 模型，性能有约一半提升..."}],"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"}]}