{"schema_version":"onlylabs.public_signal.v1","title":"Zhipu AI (GLM) Repo: zai-org/SurveyReview","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/052b414e-917e-410a-9578-7f2ed37e69ad","json_url":"https://onlylabs.fyi/signals/052b414e-917e-410a-9578-7f2ed37e69ad/signal.json","generated_at":"2026-08-28T17:46:44.903Z","evidence_latest_fetched_at":"2026-08-08T07:02:09.856777+00:00","signal_first_seen_at":"2026-08-08T07:00:44.739422+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/052b414e-917e-410a-9578-7f2ed37e69ad","signal_json":"https://onlylabs.fyi/signals/052b414e-917e-410a-9578-7f2ed37e69ad/signal.json","source":"https://github.com/zai-org/SurveyReview","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/SurveyReview (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/SurveyReview · 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/SurveyReview","source_host":"github.com","occurred_at":"2026-06-09T08:33:01+00:00","first_seen_at":"2026-08-08T07:00:44.739422+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/SurveyReview","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"eval","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model 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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 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implications."},"semantic_triples":[{"subject":"Zhipu AI (GLM)","predicate":"published repo","object":"zai-org/SurveyReview","text":"Zhipu AI (GLM) published repo zai-org/SurveyReview."},{"subject":"zai-org/SurveyReview","predicate":"is classified as","object":"repo signal","text":"zai-org/SurveyReview is classified as repo signal."},{"subject":"zai-org/SurveyReview","predicate":"belongs to","object":"repos desk","text":"zai-org/SurveyReview belongs to repos desk."},{"subject":"zai-org/SurveyReview","predicate":"has context","object":"Python","text":"zai-org/SurveyReview has context Python."},{"subject":"zai-org/SurveyReview","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/SurveyReview has evidence coverage 1 captured evidence page."},{"subject":"zai-org/SurveyReview","predicate":"matches data-business lanes","object":"Evals and quality","text":"zai-org/SurveyReview matches data-business lanes Evals and quality."},{"subject":"zai-org/SurveyReview","predicate":"has captured page count","object":"1","text":"zai-org/SurveyReview has captured page count 1."},{"subject":"zai-org/SurveyReview","predicate":"has readable page count","object":"1","text":"zai-org/SurveyReview has readable page count 1."},{"subject":"zai-org/SurveyReview","predicate":"has related signal count","object":"6","text":"zai-org/SurveyReview has related signal count 6."},{"subject":"zai-org/SurveyReview","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/SurveyReview 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/SurveyReview","predicate":"has source host","object":"github.com","text":"zai-org/SurveyReview has source host github.com."},{"subject":"zai-org/SurveyReview","predicate":"has lab","object":"Zhipu AI (GLM)","text":"zai-org/SurveyReview has lab Zhipu AI (GLM)."},{"subject":"zai-org/SurveyReview","predicate":"has signal desk","object":"repos","text":"zai-org/SurveyReview has signal desk repos."},{"subject":"zai-org/SurveyReview","predicate":"has source host","object":"github.com","text":"zai-org/SurveyReview has source host github.com."},{"subject":"zai-org/SurveyReview","predicate":"has repository","object":"zai-org/SurveyReview","text":"zai-org/SurveyReview has repository zai-org/SurveyReview."},{"subject":"zai-org/SurveyReview","predicate":"has language","object":"Python","text":"zai-org/SurveyReview has language Python."},{"subject":"zai-org/SurveyReview","predicate":"has stars","object":"2","text":"zai-org/SurveyReview has stars 2."},{"subject":"zai-org/SurveyReview","predicate":"has radar lane","object":"Evals and 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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/SurveyReview · 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/SurveyReview","text":"Zhipu AI (GLM) published repo zai-org/SurveyReview."},{"subject":"zai-org/SurveyReview","predicate":"is classified as","object":"repo signal","text":"zai-org/SurveyReview is classified as repo signal."},{"subject":"zai-org/SurveyReview","predicate":"belongs to","object":"repos desk","text":"zai-org/SurveyReview belongs to repos desk."},{"subject":"zai-org/SurveyReview","predicate":"has context","object":"Python","text":"zai-org/SurveyReview has context Python."},{"subject":"zai-org/SurveyReview","predicate":"has evidence coverage","object":"1 captured evidence page","text":"zai-org/SurveyReview has evidence coverage 1 captured evidence page."},{"subject":"zai-org/SurveyReview","predicate":"matches data-business lanes","object":"Evals and quality","text":"zai-org/SurveyReview matches data-business lanes Evals and quality."}]},"signal":{"id":"052b414e-917e-410a-9578-7f2ed37e69ad","url":"https://onlylabs.fyi/signals/052b414e-917e-410a-9578-7f2ed37e69ad","json_url":"https://onlylabs.fyi/signals/052b414e-917e-410a-9578-7f2ed37e69ad/signal.json","source_url":"https://github.com/zai-org/SurveyReview","title":"zai-org/SurveyReview","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":"2026-06-09T08:33:01+00:00","first_seen_at":"2026-08-08T07:00:44.739422+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/SurveyReview"]},"facets":{"repo":"zai-org/SurveyReview","language":"Python"},"traction":{"github_stars":2,"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":16,"matched_terms":["eval","benchmark"],"reason":"Zhipu AI (GLM) has a repo signal matching evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/zai-org/SurveyReview","final_url":"https://github.com/zai-org/SurveyReview","title":"zai-org/SurveyReview repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-08T07:02:09.856777+00:00","bytes":13224,"raw_path":"ca3f59d6d16259c63f0f6299ad925928bece63def68ce0b7f185a0fde878b7c6.json","content_hash":"0d4baa3713d30de0d5b99d323e29d4bfe536236466ae0fb9f3fbbdea2875e51f","excerpt_chars":1200,"truncated":true,"excerpt":"zai-org/SurveyReview Description: Official Code for SurveyReview: A Reviewer-Aligned Benchmark for Survey Evaluators (KDD 2026) Language: Python License: Apache-2.0 Stars: 1 Forks: 0 Open issues: 0 Created: 2026-06-09T08:33:01Z Pushed: 2026-08-07T09:55:44Z Default branch: main Fork: no Archived: no README: SurveyReview A Reviewer-Aligned Benchmark for Survey Evaluators SurveyReview is a reviewer-aligned benchmark for evaluating survey papers. It converts real peer-review reports into multidimensional evaluation labels and rationales, allowing models to be tested against how human reviewers judge survey quality. Version - `v1.0/`: the original SurveyReview release for paper reproduction. - `v1.1/`: the updated release using cleaned article texts. The benchmark focuses on four survey-review dimensions: **Readability**, **Criticalness**, **Comprehensiveness**, and **Structure**. It provides standardized train/test splits, article metadata, prompt files, and an API-based evaluation pipeline. Quick Start Create an environment and install dependencies: ```bash python -m venv .venv source .venv/bin/activate pip install -r requirements.txt ``` Configure the API client: ```bash cp..."},"evidence_pages":[],"related_signals":[{"id":"6793ca99-6f11-4a6f-96f4-47ffa54fbcb8","url":"https://onlylabs.fyi/signals/6793ca99-6f11-4a6f-96f4-47ffa54fbcb8","source_url":"https://github.com/zai-org/zcode-plugins","title":"zai-org/zcode-plugins","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-08-26T10:56:45+00:00","first_seen_at":"2026-08-27T07:01:45.20319+00:00","date_source":"source"},{"id":"e8b78bc5-032c-4afe-a20e-23e08528f0c7","url":"https://onlylabs.fyi/signals/e8b78bc5-032c-4afe-a20e-23e08528f0c7","source_url":"https://github.com/zai-org/AISE-Bench","title":"zai-org/AISE-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-08-06T11:48:00+00:00","first_seen_at":"2026-08-08T07:00:44.739422+00:00","date_source":"source"},{"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":"be1dc4f3-4b9e-4927-8378-6ce81945e6fe","url":"https://onlylabs.fyi/signals/be1dc4f3-4b9e-4927-8378-6ce81945e6fe","source_url":"https://github.com/zai-org/feedback","title":"zai-org/feedback","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-05-16T10:48:07+00:00","first_seen_at":"2026-06-22T07:00:43.913472+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":"75ce93bc-7044-4857-87e4-ea48628debf4","url":"https://onlylabs.fyi/signals/75ce93bc-7044-4857-87e4-ea48628debf4","source_url":"https://github.com/zai-org/RPC-Bench","title":"zai-org/RPC-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"zhipu","name":"Zhipu AI (GLM)","category":"frontier-lab"},"occurred_at":"2026-04-28T12:32:36+00:00","first_seen_at":"2026-06-23T07:00:46.800182+00:00","date_source":"source"}]}