{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/PLSC v2.4.0","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7","json_url":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7/signal.json","generated_at":"2026-06-11T03:45:13.705325+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/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7","signal_json":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7/signal.json","source":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","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/PLSC v2.4.0 (PaddlePaddle/PLSC). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PLSC v2.4.0 Repository: PaddlePaddle/PLSC Tag: v2.4.0 Published: 2023-01-17T12:24:05Z Prerelease: no Release notes: 架构重构： * 根据任务类型：重构了 plsc 整个架构，核心的训练、离线评测、模型导出根据任务封装成.... 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/PLSC/releases/tag/v2.4.0","source_host":"github.com","occurred_at":"2023-01-17T12:24:05+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"PaddlePaddle/PLSC"},"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/PLSC","source":"source"},{"label":"Release","value":"PLSC v2.4.0","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/PLSC/releases/tag/v2.4.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:13.705325+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7/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/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","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/PLSC v2.4.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PLSC v2.4.0","text":"Baidu (ERNIE) released PaddlePaddle/PLSC v2.4.0."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PLSC v2.4.0 is classified as release signal."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PLSC v2.4.0 belongs to releases desk."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has context","object":"PaddlePaddle/PLSC","text":"PaddlePaddle/PLSC v2.4.0 has context PaddlePaddle/PLSC."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PLSC v2.4.0 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PLSC v2.4.0 has captured page count 1."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PLSC v2.4.0 has readable page count 1."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PLSC v2.4.0 has related signal count 6."},{"subject":"PaddlePaddle/PLSC v2.4.0","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/PLSC v2.4.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PLSC v2.4.0 has source host github.com."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PLSC v2.4.0 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/PLSC v2.4.0 has signal desk releases."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PLSC v2.4.0 has source host github.com."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has repository","object":"PaddlePaddle/PLSC","text":"PaddlePaddle/PLSC v2.4.0 has repository PaddlePaddle/PLSC."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has release","object":"PLSC v2.4.0","text":"PaddlePaddle/PLSC v2.4.0 has release PLSC v2.4.0."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PLSC v2.4.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/PLSC v2.4.0 (PaddlePaddle/PLSC). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: PLSC v2.4.0 Repository: PaddlePaddle/PLSC Tag: v2.4.0 Published: 2023-01-17T12:24:05Z Prerelease: no Release notes: 架构重构： * 根据任务类型：重构了 plsc 整个架构，核心的训练、离线评测、模型导出根据任务封装成.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/PLSC v2.4.0","text":"Baidu (ERNIE) released PaddlePaddle/PLSC v2.4.0."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/PLSC v2.4.0 is classified as release signal."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/PLSC v2.4.0 belongs to releases desk."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has context","object":"PaddlePaddle/PLSC","text":"PaddlePaddle/PLSC v2.4.0 has context PaddlePaddle/PLSC."},{"subject":"PaddlePaddle/PLSC v2.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PLSC v2.4.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"e44a50fb-bf76-4135-a2ce-5b3133dcc6e7","url":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7","json_url":"https://onlylabs.fyi/signals/e44a50fb-bf76-4135-a2ce-5b3133dcc6e7/signal.json","source_url":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","title":"PaddlePaddle/PLSC v2.4.0","summary":"Baidu (ERNIE) published release notes. onlylabs watches releases for what actually shipped.","context":"PaddlePaddle/PLSC","kind":{"key":"release","label":"Release"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2023-01-17T12:24:05+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/PLSC/releases/tag/v2.4.0"]},"facets":{"repo":"PaddlePaddle/PLSC"},"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/PLSC/releases/tag/v2.4.0","final_url":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","title":"PaddlePaddle/PLSC v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:13.705325+00:00","bytes":3456,"raw_path":"fb33f56226f63bfe714e6a7fa56233fbe60035346881b134a853afe61d60fd05.json","content_hash":"6171bda3937bf9fdd4c893464c5ee2e8bd124e7a12f3da97af8876c368ba7feb","excerpt_chars":1200,"truncated":false,"excerpt":"PLSC v2.4.0 Repository: PaddlePaddle/PLSC Tag: v2.4.0 Published: 2023-01-17T12:24:05Z Prerelease: no Release notes: 架构重构： * 根据任务类型：重构了 plsc 整个架构，核心的训练、离线评测、模型导出根据任务封装成 engine。 * 子模块划分：根据训练和推理的环节，设计子模块，抽取到 plsc 目录中。 * 工作空间解耦：具体任务的工作空间和 plsc 库解耦，每个模型在 task 目录下拥有独立的目录 * 测试覆盖：新增了 CI 和 CE 功能，CI 覆盖 PR 级别的测试，CE 覆盖周级别的回归测试。 新增模型： * 人脸识别： - 新增 FaceViT，发布 3 个 checkpoint - 新增 MobileFaceNet_base，发布 1 个 checkpoint * 有监督大模型预训练： - 新增 ViT，发布 4 个 checkpoint； - 新增 DeiT，发布 3 个 checkpoint； - 新增 CaiT，发布 1 个 checkpoint； * 自监督大模型预训练： - 新增 MAE，发布 3 个 checkpoint； - 新增 MoCo v3，发布 1 个 checkpoint； 新增功能： * PIL 数据增广 * ImageFolder 数据集 Bug修复： * ParitalFC 采样和梯度稀疏更新功能和精度修复 文档更新： * 部分数据增广的字段说明 * Configuration 的字段说明 PaddlePaddle 版本：paddlepaddle-gpu>=2.4.0,<=2.5.0"},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","final_url":"https://github.com/PaddlePaddle/PLSC/releases/tag/v2.4.0","title":"PaddlePaddle/PLSC v2.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:13.705325+00:00","bytes":3456,"raw_path":"fb33f56226f63bfe714e6a7fa56233fbe60035346881b134a853afe61d60fd05.json","content_hash":"6171bda3937bf9fdd4c893464c5ee2e8bd124e7a12f3da97af8876c368ba7feb","excerpt_chars":1200,"truncated":false,"excerpt":"PLSC v2.4.0 Repository: PaddlePaddle/PLSC Tag: v2.4.0 Published: 2023-01-17T12:24:05Z Prerelease: no Release notes: 架构重构： * 根据任务类型：重构了 plsc 整个架构，核心的训练、离线评测、模型导出根据任务封装成 engine。 * 子模块划分：根据训练和推理的环节，设计子模块，抽取到 plsc 目录中。 * 工作空间解耦：具体任务的工作空间和 plsc 库解耦，每个模型在 task 目录下拥有独立的目录 * 测试覆盖：新增了 CI 和 CE 功能，CI 覆盖 PR 级别的测试，CE 覆盖周级别的回归测试。 新增模型： * 人脸识别： - 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