{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/ATOD","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/76b71f76-546b-4395-9c55-06c490caba3e","json_url":"https://onlylabs.fyi/signals/76b71f76-546b-4395-9c55-06c490caba3e/signal.json","generated_at":"2026-10-12T17:28:48.150Z","evidence_latest_fetched_at":"2026-10-03T07:03:25.091204+00:00","signal_first_seen_at":"2026-10-03T07:00:37.922566+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/76b71f76-546b-4395-9c55-06c490caba3e","signal_json":"https://onlylabs.fyi/signals/76b71f76-546b-4395-9c55-06c490caba3e/signal.json","source":"https://github.com/amazon-science/ATOD","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/ATOD (Python). 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It accompanies the AACL 2026 paper: > [**ATOD: An Evaluation Framework and Benchmark for Agentic Task-Oriented Dialogue Systems**](https://arxiv.org/abs/2601.11854) The repository contains the fixed 1,000-dialogue ATOD benchmark, the pipeline that generated it, and the code required to run ATOD-Eval. Repository contents ```text data/ Fixed ATOD benchmark and dataset documentation generation/ Six-stage synthetic dialogue generation pipeline MemSys/ Agentic symbolic-vector memory evaluator evaluation/ End-of-dialogue ATOD evaluation ATODEval/ Dependency, completion, memory, and quality metrics scripts/ Dataset validation and statistics utilities tests/ Offline unit tests ``` The repository excludes baseline experiment harnesses, model weights, credentials, generated result caches, the upstream Schema-Guided Dialogue dataset, and paper/review materials. Dataset The release contains: | Split |..."},"evidence_pages":[],"related_signals":[{"id":"e1baccd4-3134-46c7-b27b-4c7503326db1","url":"https://onlylabs.fyi/signals/e1baccd4-3134-46c7-b27b-4c7503326db1","source_url":"https://github.com/amazon-science/ALoDLM","title":"amazon-science/ALoDLM","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-02T23:10:05+00:00","first_seen_at":"2026-10-06T07:00:38.420236+00:00","date_source":"source"},{"id":"2939237e-546c-48c7-9fd1-9e618dd9a959","url":"https://onlylabs.fyi/signals/2939237e-546c-48c7-9fd1-9e618dd9a959","source_url":"https://github.com/amazon-science/StructRL","title":"amazon-science/StructRL","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-09-29T17:01:14+00:00","first_seen_at":"2026-09-30T07:00:37.443939+00:00","date_source":"source"},{"id":"9ded88a9-db99-42bc-80ad-db8d4796eeef","url":"https://onlylabs.fyi/signals/9ded88a9-db99-42bc-80ad-db8d4796eeef","source_url":"https://github.com/amazon-science/SynthAVE","title":"amazon-science/SynthAVE","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-09-22T08:31:56+00:00","first_seen_at":"2026-09-30T07:00:37.443939+00:00","date_source":"source"},{"id":"06859c9d-3141-4d0b-ac69-50164d057d64","url":"https://onlylabs.fyi/signals/06859c9d-3141-4d0b-ac69-50164d057d64","source_url":"https://github.com/amazon-science/ExTS","title":"amazon-science/ExTS","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-09-15T22:12:15+00:00","first_seen_at":"2026-09-23T07:00:37.755008+00:00","date_source":"source"},{"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"}]}