{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/esci-data","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4","json_url":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4/signal.json","generated_at":"2026-06-11T03:57:28.370226+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/5159c0c8-3935-4036-89ef-bc25179ab1b4","signal_json":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4/signal.json","source":"https://github.com/amazon-science/esci-data","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":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/esci-data (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/esci-data · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality, Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/esci-data","source_host":"github.com","occurred_at":"2022-04-21T12:53:16+00:00","first_seen_at":"2026-06-06T01:49:32.065372+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/esci-data","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"367","source":"traction"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched 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customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4/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 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implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/esci-data","text":"Amazon (Nova) published repo amazon-science/esci-data."},{"subject":"amazon-science/esci-data","predicate":"is classified as","object":"repo signal","text":"amazon-science/esci-data is classified as repo signal."},{"subject":"amazon-science/esci-data","predicate":"belongs to","object":"repos desk","text":"amazon-science/esci-data belongs to repos desk."},{"subject":"amazon-science/esci-data","predicate":"has context","object":"Python","text":"amazon-science/esci-data has context Python."},{"subject":"amazon-science/esci-data","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/esci-data has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/esci-data","predicate":"matches data-business lanes","object":"Data demand, Evals and quality, Product and customer","text":"amazon-science/esci-data matches data-business lanes Data demand, Evals and quality, Product and customer."},{"subject":"amazon-science/esci-data","predicate":"has captured page count","object":"1","text":"amazon-science/esci-data has captured page count 1."},{"subject":"amazon-science/esci-data","predicate":"has readable page count","object":"1","text":"amazon-science/esci-data has readable page count 1."},{"subject":"amazon-science/esci-data","predicate":"has related signal count","object":"6","text":"amazon-science/esci-data has related signal count 6."},{"subject":"amazon-science/esci-data","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/esci-data 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/esci-data","predicate":"has source host","object":"github.com","text":"amazon-science/esci-data has source host github.com."},{"subject":"amazon-science/esci-data","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/esci-data has lab Amazon (Nova)."},{"subject":"amazon-science/esci-data","predicate":"has signal desk","object":"repos","text":"amazon-science/esci-data has signal desk repos."},{"subject":"amazon-science/esci-data","predicate":"has source host","object":"github.com","text":"amazon-science/esci-data has source host github.com."},{"subject":"amazon-science/esci-data","predicate":"has repository","object":"amazon-science/esci-data","text":"amazon-science/esci-data has repository amazon-science/esci-data."},{"subject":"amazon-science/esci-data","predicate":"has language","object":"Python","text":"amazon-science/esci-data has language Python."},{"subject":"amazon-science/esci-data","predicate":"has 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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 amazon-science/esci-data · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand, Evals and quality, Product and customer in the data-business radar.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/esci-data","text":"Amazon (Nova) published repo amazon-science/esci-data."},{"subject":"amazon-science/esci-data","predicate":"is classified as","object":"repo signal","text":"amazon-science/esci-data is classified as repo signal."},{"subject":"amazon-science/esci-data","predicate":"belongs to","object":"repos desk","text":"amazon-science/esci-data belongs to repos desk."},{"subject":"amazon-science/esci-data","predicate":"has context","object":"Python","text":"amazon-science/esci-data has context Python."},{"subject":"amazon-science/esci-data","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/esci-data has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/esci-data","predicate":"matches data-business lanes","object":"Data demand, Evals and quality, Product and customer","text":"amazon-science/esci-data matches data-business lanes Data demand, Evals and quality, Product and customer."}]},"signal":{"id":"5159c0c8-3935-4036-89ef-bc25179ab1b4","url":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4","json_url":"https://onlylabs.fyi/signals/5159c0c8-3935-4036-89ef-bc25179ab1b4/signal.json","source_url":"https://github.com/amazon-science/esci-data","title":"amazon-science/esci-data","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":"2022-04-21T12:53:16+00:00","first_seen_at":"2026-06-06T01:49:32.065372+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/esci-data"]},"facets":{"repo":"amazon-science/esci-data","language":"Python"},"traction":{"github_stars":367,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"},{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"},{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":40,"matched_terms":["data","dataset","benchmark","product"],"reason":"Amazon (Nova) has a repo signal matching data demand, evals and quality, product and customer."}},"primary_evidence_page":{"url":"https://github.com/amazon-science/esci-data","final_url":"https://github.com/amazon-science/esci-data","title":"amazon-science/esci-data repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:28.370226+00:00","bytes":26196,"raw_path":"55afd6f41369f5697134ba983bd3c15052b7313988006d368c57658eb54afacf.json","content_hash":"bdcebf04fc64aa5b3b8444f76b2d91999932a0d4524b6219e793c4f09320d2a6","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/esci-data Description: Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search Language: Python License: Apache-2.0 Stars: 367 Forks: 75 Open issues: 5 Created: 2022-04-21T12:53:16Z Pushed: 2026-04-08T02:22:35Z Default branch: main Fork: no Archived: no README: Shopping Queries Dataset: A Large-Scale ESCI Benchmark for Improving Product Search Introduction We introduce the “Shopping Queries Data Set”, a large dataset of difficult search queries, released with the aim of fostering research in the area of semantic matching of queries and products. For each query, the dataset provides a list of up to 40 potentially relevant results, together with ESCI relevance judgements (Exact, Substitute, Complement, Irrelevant) indicating the relevance of the product to the query. Each query-product pair is accompanied by additional information. The dataset is multilingual, as it contains queries in English, Japanese, and Spanish. 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