{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Repo: zai-org/ImageReward","description":"Zhipu AI (GLM) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7","json_url":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7/signal.json","generated_at":"2026-06-11T01:46:00.793098+00:00","org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/zhipu","dossier_json_url":"https://onlylabs.fyi/labs/zhipu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7","signal_json":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7/signal.json","source":"https://github.com/zai-org/ImageReward","lab_dossier":"https://onlylabs.fyi/labs/zhipu","lab_dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis":"https://onlylabs.fyi/analysis/zhipu","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/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":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Zhipu AI (GLM) published zai-org/ImageReward (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo zai-org/ImageReward · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/zai-org/ImageReward","source_host":"github.com","occurred_at":"2023-04-01T09:04:17+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Zhipu AI (GLM)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"zai-org/ImageReward","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1,681","source":"traction"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"eval","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/zai-org/ImageReward"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:46:00.793098+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["eval"],"score":14,"reason":"Zhipu AI (GLM) has a repo signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7/signal.json","dossier_json":"https://onlylabs.fyi/labs/zhipu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/zhipu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/zhipu/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Which data-business lane explains this signal: Evals and quality?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7/signal.json","required":true},{"label":"source","url":"https://github.com/zai-org/ImageReward","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/zhipu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/zhipu/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 Zhipu AI (GLM)'s repo signal \"zai-org/ImageReward\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/ImageReward","text":"Zhipu AI (GLM) published repo zai-org/ImageReward."},{"subject":"zai-org/ImageReward","predicate":"is classified as","object":"repo signal","text":"zai-org/ImageReward is classified as repo signal."},{"subject":"zai-org/ImageReward","predicate":"belongs to","object":"repos desk","text":"zai-org/ImageReward belongs to repos desk."},{"subject":"zai-org/ImageReward","predicate":"has context","object":"Python","text":"zai-org/ImageReward has context Python."},{"subject":"zai-org/ImageReward","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/ImageReward has evidence coverage 1 captured evidence page."},{"subject":"zai-org/ImageReward","predicate":"matches data-business lanes","object":"Evals and quality","text":"zai-org/ImageReward matches data-business lanes Evals and quality."},{"subject":"zai-org/ImageReward","predicate":"has captured page count","object":"1","text":"zai-org/ImageReward has captured page count 1."},{"subject":"zai-org/ImageReward","predicate":"has readable page count","object":"1","text":"zai-org/ImageReward has readable page count 1."},{"subject":"zai-org/ImageReward","predicate":"has related signal count","object":"6","text":"zai-org/ImageReward has related signal count 6."},{"subject":"zai-org/ImageReward","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"zai-org/ImageReward has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"zai-org/ImageReward","predicate":"has source host","object":"github.com","text":"zai-org/ImageReward has source host github.com."},{"subject":"zai-org/ImageReward","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/ImageReward has lab Zhipu AI (GLM)."},{"subject":"zai-org/ImageReward","predicate":"has signal desk","object":"repos","text":"zai-org/ImageReward has signal desk repos."},{"subject":"zai-org/ImageReward","predicate":"has source host","object":"github.com","text":"zai-org/ImageReward has source host github.com."},{"subject":"zai-org/ImageReward","predicate":"has repository","object":"zai-org/ImageReward","text":"zai-org/ImageReward has repository zai-org/ImageReward."},{"subject":"zai-org/ImageReward","predicate":"has language","object":"Python","text":"zai-org/ImageReward has language Python."},{"subject":"zai-org/ImageReward","predicate":"has stars","object":"1,681","text":"zai-org/ImageReward has stars 1,681."},{"subject":"zai-org/ImageReward","predicate":"has radar lane","object":"Evals and quality","text":"zai-org/ImageReward has radar lane Evals and quality."},{"subject":"zai-org/ImageReward","predicate":"has matched term","object":"eval","text":"zai-org/ImageReward has matched term eval."}]},"intelligence":{"signal_desk":"repos","answer":"Zhipu AI (GLM) published zai-org/ImageReward (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo zai-org/ImageReward · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/ImageReward","text":"Zhipu AI (GLM) published repo zai-org/ImageReward."},{"subject":"zai-org/ImageReward","predicate":"is classified as","object":"repo signal","text":"zai-org/ImageReward is classified as repo signal."},{"subject":"zai-org/ImageReward","predicate":"belongs to","object":"repos desk","text":"zai-org/ImageReward belongs to repos desk."},{"subject":"zai-org/ImageReward","predicate":"has context","object":"Python","text":"zai-org/ImageReward has context Python."},{"subject":"zai-org/ImageReward","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/ImageReward has evidence coverage 1 captured evidence page."},{"subject":"zai-org/ImageReward","predicate":"matches data-business lanes","object":"Evals and quality","text":"zai-org/ImageReward matches data-business lanes Evals and quality."}]},"signal":{"id":"9d46b90f-3ef6-427c-a54c-a1877590beb7","url":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7","json_url":"https://onlylabs.fyi/signals/9d46b90f-3ef6-427c-a54c-a1877590beb7/signal.json","source_url":"https://github.com/zai-org/ImageReward","title":"zai-org/ImageReward","summary":"Zhipu AI (GLM) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2023-04-01T09:04:17+00:00","first_seen_at":"2026-06-05T20:58:54.761814+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/zai-org/ImageReward"]},"facets":{"repo":"zai-org/ImageReward","language":"Python"},"traction":{"github_stars":1681,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":14,"matched_terms":["eval"],"reason":"Zhipu AI (GLM) has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/zai-org/ImageReward","final_url":"https://github.com/zai-org/ImageReward","title":"zai-org/ImageReward repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:46:00.793098+00:00","bytes":20844,"raw_path":"0341223e1150a5f6079c77d5e9fc052bc81b657594ead74a324adf15556839b8.json","content_hash":"85e943a0bbec1fc4d82798e9c86b983a00eb4da5765794ad8cc0e06ef730b66e","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/ImageReward Description: [NeurIPS 2023] ImageReward: Learning and Evaluating Human Preferences for Text-to-image Generation Language: Python License: Apache-2.0 Stars: 1681 Forks: 92 Open issues: 60 Created: 2023-04-01T09:04:17Z Pushed: 2025-10-29T13:40:51Z Default branch: main Fork: no Archived: no README: ImageReward <p align=\"center\"> 📃 <a href=\"https://arxiv.org/abs/2304.05977\" target=\"_blank\">Paper</a> • 🖼 <a href=\"https://huggingface.co/datasets/THUDM/ImageRewardDB\" target=\"_blank\">Dataset</a> • 🌐 <a href=\"https://zhuanlan.zhihu.com/p/639494251\" target=\"_blank\">中文博客</a> • 🤗 <a href=\"https://huggingface.co/THUDM/ImageReward\" target=\"_blank\">HF Repo</a> • 🐦 <a href=\"https://twitter.com/thukeg\" target=\"_blank\">Twitter</a> <br> </p> 🔥🔥 **News!** ```2024/12/31```: We released the **next generation of model, [VisionReward](https://github.com/THUDM/VisionReward)**, which is a fine-grained and multi-dimensional reward model for stable RLHF for visual generation (text-to-image / text-to-video)! 🔥 **News!** ```2023/9/22```: The paper of ImageReward is accepted by NeurIPS 2023! **ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation**..."},"evidence_pages":[{"url":"https://github.com/zai-org/ImageReward","final_url":"https://github.com/zai-org/ImageReward","title":"zai-org/ImageReward repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:46:00.793098+00:00","bytes":20844,"raw_path":"0341223e1150a5f6079c77d5e9fc052bc81b657594ead74a324adf15556839b8.json","content_hash":"85e943a0bbec1fc4d82798e9c86b983a00eb4da5765794ad8cc0e06ef730b66e","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/ImageReward Description: [NeurIPS 2023] ImageReward: Learning and Evaluating Human Preferences for Text-to-image Generation Language: Python License: Apache-2.0 Stars: 1681 Forks: 92 Open issues: 60 Created: 2023-04-01T09:04:17Z Pushed: 2025-10-29T13:40:51Z Default branch: main Fork: no Archived: no README: ImageReward <p align=\"center\"> 📃 <a href=\"https://arxiv.org/abs/2304.05977\" target=\"_blank\">Paper</a> • 🖼 <a href=\"https://huggingface.co/datasets/THUDM/ImageRewardDB\" target=\"_blank\">Dataset</a> • 🌐 <a href=\"https://zhuanlan.zhihu.com/p/639494251\" target=\"_blank\">中文博客</a> • 🤗 <a href=\"https://huggingface.co/THUDM/ImageReward\" target=\"_blank\">HF Repo</a> • 🐦 <a href=\"https://twitter.com/thukeg\" target=\"_blank\">Twitter</a> <br> </p> 🔥🔥 **News!** ```2024/12/31```: We released the **next generation of model, [VisionReward](https://github.com/THUDM/VisionReward)**, which is a fine-grained and multi-dimensional reward model for stable RLHF for visual generation (text-to-image / text-to-video)! 🔥 **News!** ```2023/9/22```: The paper of ImageReward is accepted by NeurIPS 2023! **ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation**..."}],"related_signals":[{"id":"48759bf3-02e0-43d9-83c5-0fbb4f8168aa","url":"https://onlylabs.fyi/signals/48759bf3-02e0-43d9-83c5-0fbb4f8168aa","source_url":"https://github.com/zai-org/SCAIL-2","title":"zai-org/SCAIL-2","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-05-28T11:38:02+00:00","first_seen_at":"2026-06-10T07:00:59.72447+00:00","date_source":"source"},{"id":"d6c9e002-b775-427b-ad28-972e3ab76500","url":"https://onlylabs.fyi/signals/d6c9e002-b775-427b-ad28-972e3ab76500","source_url":"https://github.com/zai-org/Synapse","title":"zai-org/Synapse","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-05-13T11:06:53+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"1bc1e9fc-2c53-4c6f-8c88-f46d8ae7f504","url":"https://onlylabs.fyi/signals/1bc1e9fc-2c53-4c6f-8c88-f46d8ae7f504","source_url":"https://github.com/zai-org/ImageMining","title":"zai-org/ImageMining","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-04-28T10:33:43+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"0530d1b0-8293-4e6b-9f76-f1a059b43c41","url":"https://onlylabs.fyi/signals/0530d1b0-8293-4e6b-9f76-f1a059b43c41","source_url":"https://github.com/zai-org/GLM-skills","title":"zai-org/GLM-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-03-30T08:34:04+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"7d1f43fb-6ff0-47a5-86c4-7222cb22ad17","url":"https://onlylabs.fyi/signals/7d1f43fb-6ff0-47a5-86c4-7222cb22ad17","source_url":"https://github.com/zai-org/Vision2Web","title":"zai-org/Vision2Web","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-03-29T15:31:33+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"},{"id":"24fe5750-0998-45fd-b227-3e58096c2732","url":"https://onlylabs.fyi/signals/24fe5750-0998-45fd-b227-3e58096c2732","source_url":"https://github.com/zai-org/GLM-5","title":"zai-org/GLM-5","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-02-09T08:17:02+00:00","first_seen_at":"2026-06-05T20:58:54.761814+00:00","date_source":"source"}]}