{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/aws-dialogue-qa-pair-generation","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672","json_url":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672/signal.json","generated_at":"2026-06-11T03:57:07.840759+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/89ae13b7-6c51-4697-85ac-bf4fbae2e672","signal_json":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672/signal.json","source":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","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":null},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/aws-dialogue-qa-pair-generation (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/aws-dialogue-qa-pair-generation · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","source_host":"github.com","occurred_at":"2022-10-20T13:47:42+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/aws-dialogue-qa-pair-generation","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"8","source":"traction"},{"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/amazon-science/aws-dialogue-qa-pair-generation"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:57:07.840759+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672/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":null,"opportunities_json":null},"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?","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/89ae13b7-6c51-4697-85ac-bf4fbae2e672/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","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":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 Amazon (Nova)'s repo signal \"amazon-science/aws-dialogue-qa-pair-generation\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/aws-dialogue-qa-pair-generation","text":"Amazon (Nova) published repo amazon-science/aws-dialogue-qa-pair-generation."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"is classified as","object":"repo signal","text":"amazon-science/aws-dialogue-qa-pair-generation is classified as repo signal."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"belongs to","object":"repos desk","text":"amazon-science/aws-dialogue-qa-pair-generation belongs to repos desk."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has context","object":"Python","text":"amazon-science/aws-dialogue-qa-pair-generation has context Python."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/aws-dialogue-qa-pair-generation has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has captured page count","object":"1","text":"amazon-science/aws-dialogue-qa-pair-generation has captured page count 1."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has readable page count","object":"1","text":"amazon-science/aws-dialogue-qa-pair-generation has readable page count 1."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has related signal count","object":"6","text":"amazon-science/aws-dialogue-qa-pair-generation has related signal count 6."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","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/aws-dialogue-qa-pair-generation 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/aws-dialogue-qa-pair-generation","predicate":"has source host","object":"github.com","text":"amazon-science/aws-dialogue-qa-pair-generation has source host github.com."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/aws-dialogue-qa-pair-generation has lab Amazon (Nova)."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has signal desk","object":"repos","text":"amazon-science/aws-dialogue-qa-pair-generation has signal desk repos."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has source host","object":"github.com","text":"amazon-science/aws-dialogue-qa-pair-generation has source host github.com."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has repository","object":"amazon-science/aws-dialogue-qa-pair-generation","text":"amazon-science/aws-dialogue-qa-pair-generation has repository amazon-science/aws-dialogue-qa-pair-generation."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has language","object":"Python","text":"amazon-science/aws-dialogue-qa-pair-generation has language Python."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has stars","object":"8","text":"amazon-science/aws-dialogue-qa-pair-generation has stars 8."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has watch term","object":"Eval methodology","text":"amazon-science/aws-dialogue-qa-pair-generation has watch term Eval methodology."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has watch term","object":"Data pipeline","text":"amazon-science/aws-dialogue-qa-pair-generation has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/aws-dialogue-qa-pair-generation (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/aws-dialogue-qa-pair-generation · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/aws-dialogue-qa-pair-generation","text":"Amazon (Nova) published repo amazon-science/aws-dialogue-qa-pair-generation."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"is classified as","object":"repo signal","text":"amazon-science/aws-dialogue-qa-pair-generation is classified as repo signal."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"belongs to","object":"repos desk","text":"amazon-science/aws-dialogue-qa-pair-generation belongs to repos desk."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has context","object":"Python","text":"amazon-science/aws-dialogue-qa-pair-generation has context Python."},{"subject":"amazon-science/aws-dialogue-qa-pair-generation","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/aws-dialogue-qa-pair-generation has evidence coverage 1 captured evidence page."}]},"signal":{"id":"89ae13b7-6c51-4697-85ac-bf4fbae2e672","url":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672","json_url":"https://onlylabs.fyi/signals/89ae13b7-6c51-4697-85ac-bf4fbae2e672/signal.json","source_url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","title":"amazon-science/aws-dialogue-qa-pair-generation","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":"2022-10-20T13:47:42+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/aws-dialogue-qa-pair-generation"]},"facets":{"repo":"amazon-science/aws-dialogue-qa-pair-generation","language":"Python"},"traction":{"github_stars":8,"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/amazon-science/aws-dialogue-qa-pair-generation","final_url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","title":"amazon-science/aws-dialogue-qa-pair-generation repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:07.840759+00:00","bytes":20424,"raw_path":"ae6c18ad5de0acb1cb2e1a54dc2b149d0f6e46024b61d06d0cd839d2942fcc96.json","content_hash":"5bca46a6fed9cdcf821326da2e88f518dc88a3c22992fdc2f499e4ace4e368b8","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/aws-dialogue-qa-pair-generation Language: Python License: Apache-2.0 Stars: 8 Forks: 1 Open issues: 13 Created: 2022-10-20T13:47:42Z Pushed: 2026-04-18T02:03:23Z Default branch: main Fork: no Archived: no README: Improving Coverage of Synthetically Generated QA Pairs This project contains all the code for Sam Mayers' summer internship project, Improving Coverage of Synthetically Generated QA Pairs. Code is based on the [Huggingface](https://huggingface.co/docs/transformers/model_doc/bart#transformers.BartForConditionalGeneration) library. Requirements and setup - Necessary packages can be found in the requirements.txt file. - Python version 3.9 Data: Dataset for training are [DREAM](https://github.com/nlpdata/dream) dataset and the [NarrativeQA](https://github.com/deepmind/narrativeqa) dataset. This data is already preprocessed. To reformat the original dataset yourself, use preprocess/format_dataset.py To generate coverage scores for a formatted dataset, use get_coverage_scores.py To normalize the coverage scores for a formatted dataset with coverage scores, use normalizecoverage.py Training QAGen: The idea is to train the model to generate QA pairs given a dataset..."},"evidence_pages":[{"url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","final_url":"https://github.com/amazon-science/aws-dialogue-qa-pair-generation","title":"amazon-science/aws-dialogue-qa-pair-generation repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:07.840759+00:00","bytes":20424,"raw_path":"ae6c18ad5de0acb1cb2e1a54dc2b149d0f6e46024b61d06d0cd839d2942fcc96.json","content_hash":"5bca46a6fed9cdcf821326da2e88f518dc88a3c22992fdc2f499e4ace4e368b8","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/aws-dialogue-qa-pair-generation Language: Python License: Apache-2.0 Stars: 8 Forks: 1 Open issues: 13 Created: 2022-10-20T13:47:42Z Pushed: 2026-04-18T02:03:23Z Default branch: main Fork: no Archived: no README: Improving Coverage of Synthetically Generated QA Pairs This project contains all the code for Sam Mayers' summer internship project, Improving Coverage of Synthetically Generated QA Pairs. Code is based on the [Huggingface](https://huggingface.co/docs/transformers/model_doc/bart#transformers.BartForConditionalGeneration) library. Requirements and setup - Necessary packages can be found in the requirements.txt file. - Python version 3.9 Data: Dataset for training are [DREAM](https://github.com/nlpdata/dream) dataset and the [NarrativeQA](https://github.com/deepmind/narrativeqa) dataset. This data is already preprocessed. To reformat the original dataset yourself, use preprocess/format_dataset.py To generate coverage scores for a formatted dataset, use get_coverage_scores.py To normalize the coverage scores for a formatted dataset with coverage scores, use normalizecoverage.py Training QAGen: The idea is to train the model to generate QA pairs given a dataset..."}],"related_signals":[{"id":"087c32a2-6ad0-4981-9315-11fdd32a0153","url":"https://onlylabs.fyi/signals/087c32a2-6ad0-4981-9315-11fdd32a0153","source_url":"https://github.com/amazon-science/reskill","title":"amazon-science/reskill","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-06-04T02:13:35+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e5701aed-6cd3-48dd-bfa6-ef839031e2e8","url":"https://onlylabs.fyi/signals/e5701aed-6cd3-48dd-bfa6-ef839031e2e8","source_url":"https://github.com/amazon-science/dualkv-flash-attn-for-rl","title":"amazon-science/dualkv-flash-attn-for-rl","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-27T17:38:58+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"8af28f0c-7331-4b08-b517-e18b3555e503","url":"https://onlylabs.fyi/signals/8af28f0c-7331-4b08-b517-e18b3555e503","source_url":"https://github.com/amazon-science/EvoMAS","title":"amazon-science/EvoMAS","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-19T19:23:29+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e3ff8718-7daa-4ebd-a3e6-3d825c538b74","url":"https://onlylabs.fyi/signals/e3ff8718-7daa-4ebd-a3e6-3d825c538b74","source_url":"https://github.com/amazon-science/adaptive-layerwise-perturbation","title":"amazon-science/adaptive-layerwise-perturbation","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-14T17:44:17+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"9afcd328-0124-485c-8ace-9c3ad546e316","url":"https://onlylabs.fyi/signals/9afcd328-0124-485c-8ace-9c3ad546e316","source_url":"https://github.com/amazon-science/temporal-reasoning-dataset","title":"amazon-science/temporal-reasoning-dataset","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-13T13:07:08+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e19ce80b-3d6a-4aaf-9b1a-82d1b19ab682","url":"https://onlylabs.fyi/signals/e19ce80b-3d6a-4aaf-9b1a-82d1b19ab682","source_url":"https://github.com/amazon-science/PROF-GRPO","title":"amazon-science/PROF-GRPO","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-12T19:43:55+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"}]}