{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/TISER","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9b7c1ee0-0b00-45fa-9686-6805de60a53e","json_url":"https://onlylabs.fyi/signals/9b7c1ee0-0b00-45fa-9686-6805de60a53e/signal.json","generated_at":"2026-06-11T03:58:48.597152+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/9b7c1ee0-0b00-45fa-9686-6805de60a53e","signal_json":"https://onlylabs.fyi/signals/9b7c1ee0-0b00-45fa-9686-6805de60a53e/signal.json","source":"https://github.com/amazon-science/TISER","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/TISER. 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/TISER · Low traction, routine repo. 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/TISER","source_host":"github.com","occurred_at":"2025-06-03T12:34:49+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source","context":null},"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/TISER","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Notability","value":"Low traction, routine repo","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and 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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/9b7c1ee0-0b00-45fa-9686-6805de60a53e/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/TISER","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/TISER\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/TISER","text":"Amazon (Nova) published repo amazon-science/TISER."},{"subject":"amazon-science/TISER","predicate":"is classified as","object":"repo signal","text":"amazon-science/TISER is classified as repo signal."},{"subject":"amazon-science/TISER","predicate":"belongs to","object":"repos desk","text":"amazon-science/TISER belongs to repos desk."},{"subject":"amazon-science/TISER","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/TISER has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/TISER","predicate":"has captured page count","object":"1","text":"amazon-science/TISER has captured page count 1."},{"subject":"amazon-science/TISER","predicate":"has readable page count","object":"1","text":"amazon-science/TISER has readable page count 1."},{"subject":"amazon-science/TISER","predicate":"has related signal count","object":"6","text":"amazon-science/TISER has related signal count 6."},{"subject":"amazon-science/TISER","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/TISER 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/TISER","predicate":"has source host","object":"github.com","text":"amazon-science/TISER has source host github.com."},{"subject":"amazon-science/TISER","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/TISER has lab Amazon (Nova)."},{"subject":"amazon-science/TISER","predicate":"has signal desk","object":"repos","text":"amazon-science/TISER has signal desk repos."},{"subject":"amazon-science/TISER","predicate":"has source host","object":"github.com","text":"amazon-science/TISER has source host github.com."},{"subject":"amazon-science/TISER","predicate":"has repository","object":"amazon-science/TISER","text":"amazon-science/TISER has repository amazon-science/TISER."},{"subject":"amazon-science/TISER","predicate":"has stars","object":"13","text":"amazon-science/TISER has stars 13."},{"subject":"amazon-science/TISER","predicate":"has notability","object":"Low traction, routine repo","text":"amazon-science/TISER has notability Low traction, routine repo."},{"subject":"amazon-science/TISER","predicate":"has watch term","object":"Data pipeline","text":"amazon-science/TISER has watch term Data pipeline."},{"subject":"amazon-science/TISER","predicate":"has watch term","object":"Infrastructure","text":"amazon-science/TISER has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/TISER. 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/TISER · Low traction, routine repo. 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/TISER","text":"Amazon (Nova) published repo amazon-science/TISER."},{"subject":"amazon-science/TISER","predicate":"is classified as","object":"repo signal","text":"amazon-science/TISER is classified as repo signal."},{"subject":"amazon-science/TISER","predicate":"belongs to","object":"repos desk","text":"amazon-science/TISER belongs to repos desk."},{"subject":"amazon-science/TISER","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/TISER has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9b7c1ee0-0b00-45fa-9686-6805de60a53e","url":"https://onlylabs.fyi/signals/9b7c1ee0-0b00-45fa-9686-6805de60a53e","json_url":"https://onlylabs.fyi/signals/9b7c1ee0-0b00-45fa-9686-6805de60a53e/signal.json","source_url":"https://github.com/amazon-science/TISER","title":"amazon-science/TISER","summary":"Amazon (Nova) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2025-06-03T12:34:49+00:00","first_seen_at":"2026-06-05T20:58:37.464059+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/TISER"]},"facets":{"repo":"amazon-science/TISER"},"traction":{"github_stars":13,"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/TISER","final_url":"https://github.com/amazon-science/TISER","title":"amazon-science/TISER repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:48.597152+00:00","bytes":19098,"raw_path":"baa4c4647f5760e254d86715ce469269218fc5bd731d88aa0ef275bf11b7addc.json","content_hash":"2c401a5c7651b234ec25ae1674d4ea01dd1f88e302d76725538a74bfe9cb6e1d","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/TISER Description: [ACL 2025] Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models License: MIT-0 Stars: 13 Forks: 4 Open issues: 1 Created: 2025-06-03T12:34:49Z Pushed: 2025-06-03T12:58:39Z Default branch: main Fork: no Archived: no README: TISER Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models This repository contains the data for the paper (ACL 2025 Main): [Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models](https://arxiv.org/pdf/2504.05258). TISER incorporates a multi-stage inference pipeline that combines explicit reasoning, timeline construction, and iterative self-reflection. The key idea behind our approach is to empower LLMs to adapt by scaling their internal reasoning process during inference. TISER enables models to systematically organize temporal information, verify their inferences, and refine their outputs. Train Data Format Each entry in the [TISER train dataset](data/TISER_train.json) is a JSON object containing six fields: `dataset_name`, `question_id`, `question`, `answer`, `prompt`,..."},"evidence_pages":[{"url":"https://github.com/amazon-science/TISER","final_url":"https://github.com/amazon-science/TISER","title":"amazon-science/TISER repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:48.597152+00:00","bytes":19098,"raw_path":"baa4c4647f5760e254d86715ce469269218fc5bd731d88aa0ef275bf11b7addc.json","content_hash":"2c401a5c7651b234ec25ae1674d4ea01dd1f88e302d76725538a74bfe9cb6e1d","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/TISER Description: [ACL 2025] Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models License: MIT-0 Stars: 13 Forks: 4 Open issues: 1 Created: 2025-06-03T12:34:49Z Pushed: 2025-06-03T12:58:39Z Default branch: main Fork: no Archived: no README: TISER Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models This repository contains the data for the paper (ACL 2025 Main): [Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models](https://arxiv.org/pdf/2504.05258). 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