{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Release: PaddlePaddle/Paddle-Lite v2.12","description":"Baidu (ERNIE) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5","json_url":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5/signal.json","generated_at":"2026-06-11T03:45:15.300434+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/baddffa9-32bc-4527-9d3c-7866c6fa03b5","signal_json":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5/signal.json","source":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","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 v2.12 (PaddlePaddle/Paddle-Lite). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.12 Repository: PaddlePaddle/Paddle-Lite Tag: v2.12 Published: 2022-11-18T12:18:16Z Prerelease: no Release notes: Release Notes 重要更新 - 易用性提升: 支持同一 FP32 模型在不同 Arm CPU.... 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/v2.12","source_host":"github.com","occurred_at":"2022-11-18T12:18:16+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":"v2.12","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/v2.12"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:15.300434+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5/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/baddffa9-32bc-4527-9d3c-7866c6fa03b5/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","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 v2.12\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"released","object":"PaddlePaddle/Paddle-Lite v2.12","text":"Baidu (ERNIE) released PaddlePaddle/Paddle-Lite v2.12."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/Paddle-Lite v2.12 is classified as release signal."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/Paddle-Lite v2.12 belongs to releases desk."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has context","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.12 has context PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Paddle-Lite v2.12 has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has captured page count","object":"1","text":"PaddlePaddle/Paddle-Lite v2.12 has captured page count 1."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has readable page count","object":"1","text":"PaddlePaddle/Paddle-Lite v2.12 has readable page count 1."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has related signal count","object":"6","text":"PaddlePaddle/Paddle-Lite v2.12 has related signal count 6."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","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 v2.12 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 v2.12","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Paddle-Lite v2.12 has source host github.com."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/Paddle-Lite v2.12 has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has signal desk","object":"releases","text":"PaddlePaddle/Paddle-Lite v2.12 has signal desk releases."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has source host","object":"github.com","text":"PaddlePaddle/Paddle-Lite v2.12 has source host github.com."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has repository","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.12 has repository PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has release","object":"v2.12","text":"PaddlePaddle/Paddle-Lite v2.12 has release v2.12."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/Paddle-Lite v2.12 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"Baidu (ERNIE) published PaddlePaddle/Paddle-Lite v2.12 (PaddlePaddle/Paddle-Lite). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v2.12 Repository: PaddlePaddle/Paddle-Lite Tag: v2.12 Published: 2022-11-18T12:18:16Z Prerelease: no Release notes: Release Notes 重要更新 - 易用性提升: 支持同一 FP32 模型在不同 Arm CPU.... 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 v2.12","text":"Baidu (ERNIE) released PaddlePaddle/Paddle-Lite v2.12."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"is classified as","object":"release signal","text":"PaddlePaddle/Paddle-Lite v2.12 is classified as release signal."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"belongs to","object":"releases desk","text":"PaddlePaddle/Paddle-Lite v2.12 belongs to releases desk."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has context","object":"PaddlePaddle/Paddle-Lite","text":"PaddlePaddle/Paddle-Lite v2.12 has context PaddlePaddle/Paddle-Lite."},{"subject":"PaddlePaddle/Paddle-Lite v2.12","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/Paddle-Lite v2.12 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"baddffa9-32bc-4527-9d3c-7866c6fa03b5","url":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5","json_url":"https://onlylabs.fyi/signals/baddffa9-32bc-4527-9d3c-7866c6fa03b5/signal.json","source_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","title":"PaddlePaddle/Paddle-Lite v2.12","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":"2022-11-18T12:18:16+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/v2.12"]},"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/v2.12","final_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","title":"PaddlePaddle/Paddle-Lite v2.12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:15.300434+00:00","bytes":195200,"raw_path":"31310f2eecb661f6e84e411f1541f86d2ca3f4027f3f6788bbcb097cade011de.json","content_hash":"d31f7f032e61cdf48a176e113274e12568a3467d0e056ce2375f12e9be333bef","excerpt_chars":1200,"truncated":true,"excerpt":"v2.12 Repository: PaddlePaddle/Paddle-Lite Tag: v2.12 Published: 2022-11-18T12:18:16Z Prerelease: no Release notes: Release Notes 重要更新 - 易用性提升: 支持同一 FP32 模型在不同 Arm CPU 架构下运行期间动态支持 FP32 和 FP16 精度的推理，初步完成框架与 Arm CPU 计算库编译解耦。 - 量化推理: 支持 PaddleSlim 量化新格式模型，降低在不同硬件的迁移成本；新增 Armv9 和 SVE 指令支持，MobileNetV1 和 MobileNetV2 模型性能分别提升 21% 和 10% ，在 PP-LCNetV2、PicoDet-S、PPLite-Seg、ResNet50、EfficientNetB0、PP-OCRv2 reg、PP-OCRv3 reg、PP-OCRv2 mobilenet reg、PP-HumanSeg-Lite 模型上均有不同程度的性能提升。 - 新硬件支持: 新增支持高通 QNN 及 SA8295P 芯片，支持 Linux、Android、QNX 操作系统，支持 HTP 后端 INT8、FP16、INT8 和 FP16 混合精度，完成 79 个 Paddle 算子和 37 个 Paddle 模型适配，其中 HTP FP16 或 INT8 在 ResNet50 模型上的耗时分别仅为 CPU 的 1/32 和 1/128。 框架升级 - 清理部分不再维护、或已迁移、或活跃度较低的硬件代码。#9626 #9596 - 多后端和多精度支持。 #9339 - 提升模型部署易用性，即同一个库支持 FP32 模型在 Arm v8.2 架构上 FP32 和 FP16 两种精度。 - 该功能对库体积、首次运行耗时以及内存增幅影响可忽略。 - OpenCL 支持 buffer 和 image 两种 layout 以及 GPU + CPU 异构算子可配置。 #9665，#9630，#9621 - 模型优化阶段可根据算子 info，shape，输入精度等信息，将 OpenCL 不支持的算子自动切换后端为 Arm CPU 或 x86 CPU，具体改动包括以下情况 - elementwise_*，reshape2，unsqueeze2，split，slice 当输入为 persistable - op 的输入 tensor 或者输出 tensor 维度大于 4 - elementwise_*，scale，输入 tensor 精度不为 FP16 或 float - reduce_*, arg_max 当 keep_dim 或 keepdims 属性为 false - split 算子输出..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","final_url":"https://github.com/PaddlePaddle/Paddle-Lite/releases/tag/v2.12","title":"PaddlePaddle/Paddle-Lite v2.12","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:15.300434+00:00","bytes":195200,"raw_path":"31310f2eecb661f6e84e411f1541f86d2ca3f4027f3f6788bbcb097cade011de.json","content_hash":"d31f7f032e61cdf48a176e113274e12568a3467d0e056ce2375f12e9be333bef","excerpt_chars":1200,"truncated":true,"excerpt":"v2.12 Repository: PaddlePaddle/Paddle-Lite Tag: v2.12 Published: 2022-11-18T12:18:16Z Prerelease: no Release notes: Release Notes 重要更新 - 易用性提升: 支持同一 FP32 模型在不同 Arm CPU 架构下运行期间动态支持 FP32 和 FP16 精度的推理，初步完成框架与 Arm CPU 计算库编译解耦。 - 量化推理: 支持 PaddleSlim 量化新格式模型，降低在不同硬件的迁移成本；新增 Armv9 和 SVE 指令支持，MobileNetV1 和 MobileNetV2 模型性能分别提升 21% 和 10% ，在 PP-LCNetV2、PicoDet-S、PPLite-Seg、ResNet50、EfficientNetB0、PP-OCRv2 reg、PP-OCRv3 reg、PP-OCRv2 mobilenet reg、PP-HumanSeg-Lite 模型上均有不同程度的性能提升。 - 新硬件支持: 新增支持高通 QNN 及 SA8295P 芯片，支持 Linux、Android、QNX 操作系统，支持 HTP 后端 INT8、FP16、INT8 和 FP16 混合精度，完成 79 个 Paddle 算子和 37 个 Paddle 模型适配，其中 HTP FP16 或 INT8 在 ResNet50 模型上的耗时分别仅为 CPU 的 1/32 和 1/128。 框架升级 - 清理部分不再维护、或已迁移、或活跃度较低的硬件代码。#9626 #9596 - 多后端和多精度支持。 #9339 - 提升模型部署易用性，即同一个库支持 FP32 模型在 Arm v8.2 架构上 FP32 和 FP16 两种精度。 - 该功能对库体积、首次运行耗时以及内存增幅影响可忽略。 - OpenCL 支持 buffer 和 image 两种 layout 以及 GPU + CPU 异构算子可配置。 #9665，#9630，#9621 - 模型优化阶段可根据算子 info，shape，输入精度等信息，将 OpenCL 不支持的算子自动切换后端为 Arm CPU 或 x86 CPU，具体改动包括以下情况 - elementwise_*，reshape2，unsqueeze2，split，slice 当输入为 persistable - op 的输入 tensor 或者输出 tensor 维度大于 4 - elementwise_*，scale，输入 tensor 精度不为 FP16 或 float - reduce_*, arg_max 当 keep_dim 或 keepdims 属性为 false - split 算子输出..."}],"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"}]}