{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/QUORUM","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c","json_url":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c/signal.json","generated_at":"2026-09-09T18:48:54.971Z","evidence_latest_fetched_at":"2026-08-30T07:02:38.343029+00:00","signal_first_seen_at":"2026-08-30T07:00:36.09908+00:00","org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/amazon","dossier_json_url":"https://onlylabs.fyi/labs/amazon/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c","signal_json":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c/signal.json","source":"https://github.com/amazon-science/QUORUM","lab_dossier":"https://onlylabs.fyi/labs/amazon","lab_dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis":"https://onlylabs.fyi/analysis/amazon","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/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":"Amazon (Nova) published amazon-science/QUORUM (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo amazon-science/QUORUM · 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/amazon-science/QUORUM","source_host":"github.com","occurred_at":"2026-08-27T06:24:04+00:00","first_seen_at":"2026-08-30T07:00:36.09908+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Amazon (Nova)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"amazon-science/QUORUM","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"quality","source":"radar"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/amazon-science/QUORUM"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-30T07:02:38.343029+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":["quality"],"score":14,"reason":"Amazon (Nova) has a repo signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c/signal.json","dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/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/1cc9feaf-a28c-4227-930d-f5789179f90c/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/QUORUM","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/amazon/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/amazon/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 Amazon (Nova)'s repo signal \"amazon-science/QUORUM\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/QUORUM","text":"Amazon (Nova) published repo amazon-science/QUORUM."},{"subject":"amazon-science/QUORUM","predicate":"is classified as","object":"repo signal","text":"amazon-science/QUORUM is classified as repo signal."},{"subject":"amazon-science/QUORUM","predicate":"belongs to","object":"repos desk","text":"amazon-science/QUORUM belongs to repos desk."},{"subject":"amazon-science/QUORUM","predicate":"has context","object":"Python","text":"amazon-science/QUORUM has context Python."},{"subject":"amazon-science/QUORUM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/QUORUM has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/QUORUM","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/QUORUM matches data-business lanes Evals and quality."},{"subject":"amazon-science/QUORUM","predicate":"has captured page count","object":"1","text":"amazon-science/QUORUM has captured page count 1."},{"subject":"amazon-science/QUORUM","predicate":"has readable page count","object":"1","text":"amazon-science/QUORUM has readable page count 1."},{"subject":"amazon-science/QUORUM","predicate":"has related signal count","object":"6","text":"amazon-science/QUORUM has related signal count 6."},{"subject":"amazon-science/QUORUM","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":"amazon-science/QUORUM 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":"amazon-science/QUORUM","predicate":"has source host","object":"github.com","text":"amazon-science/QUORUM has source host github.com."},{"subject":"amazon-science/QUORUM","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/QUORUM has lab Amazon (Nova)."},{"subject":"amazon-science/QUORUM","predicate":"has signal desk","object":"repos","text":"amazon-science/QUORUM has signal desk repos."},{"subject":"amazon-science/QUORUM","predicate":"has source host","object":"github.com","text":"amazon-science/QUORUM has source host github.com."},{"subject":"amazon-science/QUORUM","predicate":"has repository","object":"amazon-science/QUORUM","text":"amazon-science/QUORUM has repository amazon-science/QUORUM."},{"subject":"amazon-science/QUORUM","predicate":"has language","object":"Python","text":"amazon-science/QUORUM has language Python."},{"subject":"amazon-science/QUORUM","predicate":"has stars","object":"1","text":"amazon-science/QUORUM has stars 1."},{"subject":"amazon-science/QUORUM","predicate":"has radar lane","object":"Evals and quality","text":"amazon-science/QUORUM has radar lane Evals and quality."},{"subject":"amazon-science/QUORUM","predicate":"has matched term","object":"quality","text":"amazon-science/QUORUM has matched term quality."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/QUORUM (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo amazon-science/QUORUM · 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":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/QUORUM","text":"Amazon (Nova) published repo amazon-science/QUORUM."},{"subject":"amazon-science/QUORUM","predicate":"is classified as","object":"repo signal","text":"amazon-science/QUORUM is classified as repo signal."},{"subject":"amazon-science/QUORUM","predicate":"belongs to","object":"repos desk","text":"amazon-science/QUORUM belongs to repos desk."},{"subject":"amazon-science/QUORUM","predicate":"has context","object":"Python","text":"amazon-science/QUORUM has context Python."},{"subject":"amazon-science/QUORUM","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/QUORUM has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/QUORUM","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/QUORUM matches data-business lanes Evals and quality."}]},"signal":{"id":"1cc9feaf-a28c-4227-930d-f5789179f90c","url":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c","json_url":"https://onlylabs.fyi/signals/1cc9feaf-a28c-4227-930d-f5789179f90c/signal.json","source_url":"https://github.com/amazon-science/QUORUM","title":"amazon-science/QUORUM","summary":"Amazon (Nova) 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":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-08-27T06:24:04+00:00","first_seen_at":"2026-08-30T07:00:36.09908+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/amazon-science/QUORUM"]},"facets":{"repo":"amazon-science/QUORUM","language":"Python"},"traction":{"github_stars":1,"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":["quality"],"reason":"Amazon (Nova) has a repo signal matching evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/amazon-science/QUORUM","final_url":"https://github.com/amazon-science/QUORUM","title":"amazon-science/QUORUM repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-30T07:02:38.343029+00:00","bytes":18076,"raw_path":"aed4c2b389c346c83559a5113ed305c46b98e516cb73a8c1d3a4b8860c862616.json","content_hash":"faae0b1cdd3bc8872a1b79eaa0b756631cb387138fbb4149151b9606c5107136","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/QUORUM Description: Repository containing the results of the paper: QUORUM: QUality-Optimized Routing Using Multiple annotators, accepted at EMNLP 2026 Main Conference. Language: Python License: NOASSERTION Stars: 0 Forks: 0 Open issues: 1 Created: 2026-08-27T06:24:04Z Pushed: 2026-08-29T08:35:16Z Default branch: main Fork: no Archived: no README: QUORUM: QUality-Optimized Routing Using Multiple annotators In order to run the code (tested on `Python 3.11.14`): ``` pip install -r requirements.txt ``` Then, to start a single experiment: ``` python3 main.py --dataset NAME_OF_THE_DATASET --eval_type EVAL_TYPE --budget BUDGET --annotator_cost ANNOTATOR_COST --methods METHODS ``` Example: ``` python3 main.py --dataset pubmed --eval_type dollars --backup --budget 444 --methods QUORUM ``` To run an experiment with multiple seeds: ``` python3 multi.py --dataset NAME_OF_THE_DATASET --eval_type EVAL_TYPE --budget BUDGET --annotator_cost ANNOTATOR_COST --methods METHODS ``` Example: ``` python3 multi.py --dataset pubmed --eval_type dollars --n_seeds 3 --methods QUORUM ``` Results by default are saved in the `results` folder. - NAME_OF_THE_DATASET could be: `pubmed`, `imdb`,..."},"evidence_pages":[],"related_signals":[{"id":"e8e96e5d-2f5e-422f-920c-d144dbd14697","url":"https://onlylabs.fyi/signals/e8e96e5d-2f5e-422f-920c-d144dbd14697","source_url":"https://github.com/amazon-science/XplainRecommendation","title":"amazon-science/XplainRecommendation","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-09-01T17:52:15+00:00","first_seen_at":"2026-09-02T07:03:03.056589+00:00","date_source":"source"},{"id":"05f4fa3c-078d-4998-9275-a7619afa08a9","url":"https://onlylabs.fyi/signals/05f4fa3c-078d-4998-9275-a7619afa08a9","source_url":"https://github.com/amazon-science/NLPActiveTesting","title":"amazon-science/NLPActiveTesting","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-08-28T21:42:36+00:00","first_seen_at":"2026-08-30T07:00:36.09908+00:00","date_source":"source"},{"id":"2b367c4f-a329-4a00-a477-f9d075f50ea1","url":"https://onlylabs.fyi/signals/2b367c4f-a329-4a00-a477-f9d075f50ea1","source_url":"https://github.com/amazon-science/barrier-free-synch-proof","title":"amazon-science/barrier-free-synch-proof","context":"Lean","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-08-28T07:43:48+00:00","first_seen_at":"2026-09-01T07:00:39.827452+00:00","date_source":"source"},{"id":"7f933b03-e9a5-4c59-a8ef-fc16a03bbcac","url":"https://onlylabs.fyi/signals/7f933b03-e9a5-4c59-a8ef-fc16a03bbcac","source_url":"https://github.com/amazon-science/ammo","title":"amazon-science/ammo","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-08-19T20:59:32+00:00","first_seen_at":"2026-08-28T07:00:36.884606+00:00","date_source":"source"},{"id":"b3f84721-d556-48b0-8eae-42f9154ae3b2","url":"https://onlylabs.fyi/signals/b3f84721-d556-48b0-8eae-42f9154ae3b2","source_url":"https://github.com/amazon-science/data-turnstile","title":"amazon-science/data-turnstile","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-07-29T17:59:14+00:00","first_seen_at":"2026-08-25T07:01:35.782527+00:00","date_source":"source"},{"id":"d4faf15c-0608-4c05-a350-734eefc8e553","url":"https://onlylabs.fyi/signals/d4faf15c-0608-4c05-a350-734eefc8e553","source_url":"https://github.com/amazon-science/Self-Evolving-Agents-Double-Ratchet","title":"amazon-science/Self-Evolving-Agents-Double-Ratchet","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-07-29T03:15:00+00:00","first_seen_at":"2026-07-29T07:01:28.174961+00:00","date_source":"source"}]}