{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PaddleVideo v2.1.0","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b","json_url":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b/signal.json","generated_at":"2026-06-11T03:45:52.570899+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/b9054b55-2817-4bb2-9942-00b89951789b","signal_json":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b/signal.json","source":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","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/PaddleVideo v2.1.0 (PaddlePaddle/PaddleVideo). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleVideo v2.1.0 Repository: PaddlePaddle/PaddleVideo Tag: v2.1.0 Published: 2021-05-20T12:31:28Z Prerelease: no Release notes: Release Note PaddleVideo v2.1.0有如下升级点：.... 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/PaddleVideo/releases/tag/v2.1.0","source_host":"github.com","occurred_at":"2021-05-20T12:31:28+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PaddleVideo"},"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/PaddleVideo","source":"source"},{"label":"Release","value":"PaddleVideo v2.1.0","source":"source"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/PaddleVideo/releases/tag/v2.1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:52.570899+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b/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/b9054b55-2817-4bb2-9942-00b89951789b/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","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/PaddleVideo v2.1.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleVideo v2.1.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleVideo v2.1.0."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleVideo v2.1.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleVideo v2.1.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has context","object":"PaddlePaddle/PaddleVideo","text":"PaddlePaddle/PaddleVideo v2.1.0 has context PaddlePaddle/PaddleVideo."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleVideo v2.1.0 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleVideo v2.1.0 has captured page count 1."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleVideo v2.1.0 has readable page count 1."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleVideo v2.1.0 has related signal count 6."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","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/PaddleVideo v2.1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleVideo v2.1.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleVideo v2.1.0 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PaddleVideo v2.1.0 has signal desk releases."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleVideo v2.1.0 has source host github.com."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has repository","object":"PaddlePaddle/PaddleVideo","text":"PaddlePaddle/PaddleVideo v2.1.0 has repository PaddlePaddle/PaddleVideo."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has release","object":"PaddleVideo v2.1.0","text":"PaddlePaddle/PaddleVideo v2.1.0 has release PaddleVideo v2.1.0."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has watch term","object":"Data pipeline","text":"PaddlePaddle/PaddleVideo v2.1.0 has watch term Data pipeline."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PaddleVideo v2.1.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleVideo v2.1.0 (PaddlePaddle/PaddleVideo). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PaddleVideo v2.1.0 Repository: PaddlePaddle/PaddleVideo Tag: v2.1.0 Published: 2021-05-20T12:31:28Z Prerelease: no Release notes: Release Note PaddleVideo v2.1.0有如下升级点：.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PaddleVideo v2.1.0","text":"Baidu (ERNIE) released PaddlePaddle/PaddleVideo v2.1.0."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PaddleVideo v2.1.0 is classified as release signal."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PaddleVideo v2.1.0 belongs to releases desk."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has context","object":"PaddlePaddle/PaddleVideo","text":"PaddlePaddle/PaddleVideo v2.1.0 has context PaddlePaddle/PaddleVideo."},{"subject":"PaddlePaddle/PaddleVideo v2.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleVideo v2.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b9054b55-2817-4bb2-9942-00b89951789b","url":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b","json_url":"https://onlylabs.fyi/signals/b9054b55-2817-4bb2-9942-00b89951789b/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","title":"PaddlePaddle/PaddleVideo v2.1.0","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PaddleVideo","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2021-05-20T12:31:28+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/PaddleVideo/releases/tag/v2.1.0"]},"facets":{"repo":"PaddlePaddle/PaddleVideo"},"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/PaddleVideo/releases/tag/v2.1.0","final_url":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","title":"PaddlePaddle/PaddleVideo v2.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:52.570899+00:00","bytes":4262,"raw_path":"68203c56091f99d17d02ec7e3b301cf5bbe1c101875cf35d18a268c2d358c2a5.json","content_hash":"2c2d612f7eb8d601a1b4096d0510158666ba733abd6bf4efbb0ff5ba3ae11310","excerpt_chars":1200,"truncated":true,"excerpt":"PaddleVideo v2.1.0 Repository: PaddlePaddle/PaddleVideo Tag: v2.1.0 Published: 2021-05-20T12:31:28Z Prerelease: no Release notes: Release Note PaddleVideo v2.1.0有如下升级点： 框架 1. 重构framework架构，单卡和多卡下forward接口统一。 2. 重构Inference架构，支持不同模型预测。 3. 添加混合精度训练和分布式训练接口。 模型 1. PP-TSM (1) 通过添加tricks，Uniform评估策略下精度由73.5提升至74.54。 (2) 添加dense训练策略，蒸馏精度达到76.16，同等ResNet50 backbone下精度超过slowfast。 2. Slowfast (1) 添加multigrid训练加速策略，在kinetics-400数据集上训练358个epoch仅需6.7天。 (2) 评估精度由74.35提升至75.84。 3. BMN (1) 添加Inference支持。 数据集 1. 提供Kinetics-400数据集下载链接，包括百度网盘下载和脚本下载方式。 应用 1. FootballAction: (1) 基础特征模型由TSN替换为ppTSM，准确率由84%提升到94%。 (2) 准确率提升，precision和recall均有大幅提升，F1-score从0.57提升到0.82。 Release Note Framework 1. Refactoring code of model.framework to unify the forward interface of single card and multi card training. 2. Refactoring code of utils.inference to support different model predictions. 3. Add interface of Automatic Mixed Precision Training and Distributed training. Model 1. PP-TSM (1) Improve accuracy from 73.5 to 74.54 using uniform sampling method. (2) Improve accuracy to 76.16 using dense sampling method. 2. Slowfast (1) Add multigrid training strategy. It only takes 6.7 days to train 358 epochs on the..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","final_url":"https://github.com/PaddlePaddle/PaddleVideo/releases/tag/v2.1.0","title":"PaddlePaddle/PaddleVideo v2.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:52.570899+00:00","bytes":4262,"raw_path":"68203c56091f99d17d02ec7e3b301cf5bbe1c101875cf35d18a268c2d358c2a5.json","content_hash":"2c2d612f7eb8d601a1b4096d0510158666ba733abd6bf4efbb0ff5ba3ae11310","excerpt_chars":1200,"truncated":true,"excerpt":"PaddleVideo v2.1.0 Repository: PaddlePaddle/PaddleVideo Tag: v2.1.0 Published: 2021-05-20T12:31:28Z Prerelease: no Release notes: Release Note PaddleVideo v2.1.0有如下升级点： 框架 1. 重构framework架构，单卡和多卡下forward接口统一。 2. 重构Inference架构，支持不同模型预测。 3. 添加混合精度训练和分布式训练接口。 模型 1. PP-TSM (1) 通过添加tricks，Uniform评估策略下精度由73.5提升至74.54。 (2) 添加dense训练策略，蒸馏精度达到76.16，同等ResNet50 backbone下精度超过slowfast。 2. Slowfast (1) 添加multigrid训练加速策略，在kinetics-400数据集上训练358个epoch仅需6.7天。 (2) 评估精度由74.35提升至75.84。 3. BMN (1) 添加Inference支持。 数据集 1. 提供Kinetics-400数据集下载链接，包括百度网盘下载和脚本下载方式。 应用 1. FootballAction: (1) 基础特征模型由TSN替换为ppTSM，准确率由84%提升到94%。 (2) 准确率提升，precision和recall均有大幅提升，F1-score从0.57提升到0.82。 Release Note Framework 1. Refactoring code of model.framework to unify the forward interface of single card and multi card training. 2. Refactoring code of utils.inference to support different model predictions. 3. Add interface of Automatic Mixed Precision Training and Distributed training. Model 1. PP-TSM (1) Improve accuracy from 73.5 to 74.54 using uniform sampling method. (2) Improve accuracy to 76.16 using dense sampling method. 2. Slowfast (1) Add multigrid training strategy. It only takes 6.7 days to train 358 epochs on the..."}],"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"}]}