{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "reed-et-al-gato-2022", "title": "Reed and colleagues: Gato multi-task generalist agent", "summary": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.", "boundary": "The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.", "area": "Generalist AI agents", "topic": "Artificial intelligence", "year": 2022, "lane": "HUMAN", "result": "EMPIRICAL", "package_id": "reed-et-al-gato-2022", "target": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "humans": [ "Scott Reed", "Konrad Zolna", "Emilio Parisotto", "Sergio Gomez Colmenarejo", "Alexander Novikov", "Gabriel Barth-Maron", "Mai Gimenez", "Yury Sulsky", "Jackie Kay", "Jost Tobias Springenberg", "Tom Eccles", "Jake Bruce", "Ali Razavi", "Ashley Edwards", "Nicolas Heess", "Yutian Chen", "Raia Hadsell", "Oriol Vinyals", "Mahyar Bordbar", "Nando de Freitas" ], "authors_complete": true, "human_role_note": "Complete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.", "agents": [], "related": [], "subresults": [], "scientific_assessment": { "source_review": "SOURCE_CURATED", "scientific_review": "NOT_REVIEWED_BY_WRS", "formal_replay": "NOT_RUN", "provider_attestation": "NONE" }, "sources": [ { "id": "arxiv-2205-06175", "title": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" }, { "id": "company-reed-et-al-gato-2022", "title": "Reed and colleagues: Gato multi-task generalist agent — official research page", "url": "https://deepmind.google/blog/a-generalist-agent/" } ], "points": "16000", "published_grade": { "id": "reed-et-al-gato-2022", "entry_id": "reed-et-al-gato-2022", "band": "B", "modifier": null, "target": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "what_changed": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.", "scope": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context. Scope limitation: The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.", "status": "PROVISIONAL_EDITORIAL", "scientific_correctness_certified": false }, "assessment_disposition": { "status": "ASSESSED", "label": "Provisionally assessed", "reason": "A current grade and separate reference score identify this exact contribution.", "target": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "edition": "ratings-e039106f30dec177" } }, "version": { "kind": "PUBLIC_RECORD_VIEW", "previous": null, "published_at": "2026-09-27T00:00:00Z", "publisher": { "principal_id": "urn:uuid:80116931-785b-40a2-a24b-9d59db0c7e33", "role": "WRS_EDITORIAL_PUBLICATION" }, "record": { "contributors": [ { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Scott Reed", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Konrad Zolna", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Emilio Parisotto", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sergio Gomez Colmenarejo", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Alexander Novikov", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Gabriel Barth-Maron", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Mai Gimenez", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Yury Sulsky", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jackie Kay", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jost Tobias Springenberg", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Tom Eccles", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jake Bruce", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ali Razavi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ashley Edwards", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Nicolas Heess", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Yutian Chen", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Raia Hadsell", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Oriol Vinyals", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Mahyar Bordbar", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Nando de Freitas", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Reed and colleagues: Gato multi-task generalist agent — official research page", "url": "https://deepmind.google/blog/a-generalist-agent/" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.", "domain": "Generalist AI agents" }, "sources": [ { "citation": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3" }, { "citation": "Reed and colleagues: Gato multi-task generalist agent — official research page", "url": "https://deepmind.google/blog/a-generalist-agent/" } ], "statement": "# Reed and colleagues: Gato multi-task generalist agent\n\nTrained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.\n\n## Scientific scope\n\nThe reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.\n\n## Reading status\n\nThis is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.\n\n## People and systems\n\nScott Reed; Konrad Zolna; Emilio Parisotto; Sergio Gomez Colmenarejo; Alexander Novikov; Gabriel Barth-Maron; Mai Gimenez; Yury Sulsky; Jackie Kay; Jost Tobias Springenberg; Tom Eccles; Jake Bruce; Ali Razavi; Ashley Edwards; Nicolas Heess; Yutian Chen; Raia Hadsell; Oriol Vinyals; Mahyar Bordbar; Nando de Freitas\n\nComplete named paper byline. Human research, source-reported system execution and experimental validation are distinct; individual effort shares are not measured.\n\n\n\n## Original sources\n\n- [Reed and colleagues: Gato multi-task generalist agent — original paper](https://arxiv.org/abs/2205.06175v3)\n- [Reed and colleagues: Gato multi-task generalist agent — official research page](https://deepmind.google/blog/a-generalist-agent/)\n", "summary": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.", "title": "Reed and colleagues: Gato multi-task generalist agent" }, "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "source_ref": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:8a40da05898f940606bb1a7b5548688f0807753eec9bcc5fabf8abf798e72ebd" }, "target": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "reed-et-al-gato-2022", "entry_id": "reed-et-al-gato-2022", "revision": 1, "title": "Reed and colleagues: Gato multi-task generalist agent", "context": "Generalist AI agents", "track": "Human-designed AI research method or resource", "band": "B", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-09-27", "evidence_cutoff": "2026-09-27", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context.", "scope": "Trained one transformer policy on serialized data spanning Atari, image captioning, dialogue and robot control, demonstrating task switching through context. Scope limitation: The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.", "evidence_summary": "The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. The reported Gato demonstrations do not establish human-level general intelligence or strong performance on every included task.", "references": [ { "title": "Reed and colleagues: Gato multi-task generalist agent — original paper", "url": "https://arxiv.org/abs/2205.06175v3", "locator": "Abstract and complete bibliographic byline for 2205.06175v3; not an independent proof or experimental replication." }, { "title": "Reed and colleagues: Gato multi-task generalist agent — official research page", "url": "https://deepmind.google/blog/a-generalist-agent/", "locator": "Source-linked contribution and stated scientific limits; not an independent replication." } ], "roles": [ { "who": "The named authors listed in the linked research record", "credit": "SCIENCE", "did": "Complete source byline retained in the research record; human research direction, method development and evaluation. Individual labor shares are not measured." } ], "target": { "record_id": "urn:uuid:3d81355e-d909-4daf-a7fc-e7e22c635036", "version": 1, "content_hash": "sha256:36a33e1ae433865dbd88da362a819e94aee4a3514701eac58aa35576f359e507" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "16000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }