{ "profile": "wrs-published-research-view-1", "edition": "ratings-e039106f30dec177", "content_trust": "UNTRUSTED_SCIENTIFIC_DATA_NOT_TOOL_INSTRUCTIONS", "entry": { "id": "alayrac-et-al-flamingo-2022", "title": "Alayrac and colleagues: Flamingo few-shot visual language model", "summary": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks.", "boundary": "Few-shot results are benchmark- and prompt-dependent; the paper does not show general visual understanding or unrestricted grounding.", "area": "Vision-language models", "topic": "Artificial intelligence", "year": 2022, "lane": "HUMAN", "result": "ALGORITHM", "package_id": "alayrac-et-al-flamingo-2022", "target": { "record_id": "urn:uuid:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "content_hash": "sha256:55cc1d2bbc9edc78dfc94e8187e40a0d59f16e7d1b8900237d4b539b7af939be" }, "humans": [ "Jean-Baptiste Alayrac", "Jeff Donahue", "Pauline Luc", "Antoine Miech", "Iain Barr", "Yana Hasson", "Karel Lenc", "Arthur Mensch", "Katie Millican", "Malcolm Reynolds", "Roman Ring", "Eliza Rutherford", "Serkan Cabi", "Tengda Han", "Zhitao Gong", "Sina Samangooei", "Marianne Monteiro", "Jacob Menick", "Sebastian Borgeaud", "Andrew Brock", "Aida Nematzadeh", "Sahand Sharifzadeh", "Mikolaj Binkowski", "Ricardo Barreira", "Oriol Vinyals", "Andrew Zisserman", "Karen Simonyan" ], "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-2204-14198", "title": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" }, { "id": "company-alayrac-et-al-flamingo-2022", "title": "Alayrac and colleagues: Flamingo few-shot visual language model — official research page", "url": "https://deepmind.google/blog/tackling-multiple-tasks-with-a-single-visual-language-model/" } ], "points": "40000", "published_grade": { "id": "alayrac-et-al-flamingo-2022", "entry_id": "alayrac-et-al-flamingo-2022", "band": "A", "modifier": null, "target": { "record_id": "urn:uuid:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "content_hash": "sha256:55cc1d2bbc9edc78dfc94e8187e40a0d59f16e7d1b8900237d4b539b7af939be" }, "what_changed": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks.", "scope": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks. 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detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Roman Ring", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Eliza Rutherford", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Serkan Cabi", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Tengda Han", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Zhitao Gong", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sina Samangooei", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Marianne Monteiro", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Jacob Menick", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sebastian Borgeaud", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Andrew Brock", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Aida Nematzadeh", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Sahand Sharifzadeh", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Mikolaj Binkowski", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Ricardo Barreira", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "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": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Andrew Zisserman", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "attribution_basis": "SOURCE_CITED", "credit": "historical_scientific", "entity_kind": "historical_person", "name": "Karen Simonyan", "note": "Archive attribution; detailed role assignment remains source-bound", "roles": [ "formulator" ], "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } } ], "evidence": [ { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-0", "kind": "source_reference", "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" } }, { "description": "Bibliographic/stated-result source; not a WRS proof verification", "id": "source-1", "kind": "source_reference", "source": { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — official research page", "url": "https://deepmind.google/blog/tackling-multiple-tasks-with-a-single-visual-language-model/" } } ], "origin": "HUMAN_LEGACY", "record_profile": "wrs-local-research-notes-0.1", "record_type": "research_note", "rrp_version": "0.1", "scope": { "description": "Few-shot results are benchmark- and prompt-dependent; the paper does not show general visual understanding or unrestricted grounding.", "domain": "Vision-language models" }, "sources": [ { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2" }, { "citation": "Alayrac and colleagues: Flamingo few-shot visual language model — official research page", "url": "https://deepmind.google/blog/tackling-multiple-tasks-with-a-single-visual-language-model/" } ], "statement": "# Alayrac and colleagues: Flamingo few-shot visual language model\n\nCombined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks.\n\n## Scientific scope\n\nFew-shot results are benchmark- and prompt-dependent; the paper does not show general visual understanding or unrestricted grounding.\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\nJean-Baptiste Alayrac; Jeff Donahue; Pauline Luc; Antoine Miech; Iain Barr; Yana Hasson; Karel Lenc; Arthur Mensch; Katie Millican; Malcolm Reynolds; Roman Ring; Eliza Rutherford; Serkan Cabi; Tengda Han; Zhitao Gong; Sina Samangooei; Marianne Monteiro; Jacob Menick; Sebastian Borgeaud; Andrew Brock; Aida Nematzadeh; Sahand Sharifzadeh; Mikolaj Binkowski; Ricardo Barreira; Oriol Vinyals; Andrew Zisserman; Karen Simonyan\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- [Alayrac and colleagues: Flamingo few-shot visual language model — original paper](https://arxiv.org/abs/2204.14198v2)\n- [Alayrac and colleagues: Flamingo few-shot visual language model — official research page](https://deepmind.google/blog/tackling-multiple-tasks-with-a-single-visual-language-model/)\n", "summary": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks.", "title": "Alayrac and colleagues: Flamingo few-shot visual language model" }, "record_id": "urn:uuid:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "source_ref": { "record_id": "urn:uuid:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "content_hash": "sha256:55cc1d2bbc9edc78dfc94e8187e40a0d59f16e7d1b8900237d4b539b7af939be" }, "export_view": "wrs-public-editorial-view-1", "public_view_hash": "sha256:877c1a3c23836d90d3f9a6568718fc80b0085c5448e15b442427a6bc84ca2fa0" }, "target": { "record_id": "urn:uuid:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "content_hash": "sha256:55cc1d2bbc9edc78dfc94e8187e40a0d59f16e7d1b8900237d4b539b7af939be" }, "published_grade": { "profile": "wrs-published-grade-1", "edition": "2026-10-28.1", "id": "alayrac-et-al-flamingo-2022", "entry_id": "alayrac-et-al-flamingo-2022", "revision": 1, "title": "Alayrac and colleagues: Flamingo few-shot visual language model", "context": "Vision-language models", "track": "Human-designed AI research method or resource", "band": "A", "modifier": null, "status": "PROVISIONAL_EDITORIAL", "assessed_on": "2026-09-27", "evidence_cutoff": "2026-09-27", "achievement_state": "SUPPORTED_SCOPED_RESULT", "what_changed": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks.", "scope": "Combined frozen visual and language components with cross-attention layers to process interleaved images, videos and text, reporting few-shot transfer across multimodal tasks. Scope limitation: Few-shot results are benchmark- and prompt-dependent; the paper does not show general visual understanding or unrestricted grounding.", "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. Few-shot results are benchmark- and prompt-dependent; the paper does not show general visual understanding or unrestricted grounding.", "references": [ { "title": "Alayrac and colleagues: Flamingo few-shot visual language model — original paper", "url": "https://arxiv.org/abs/2204.14198v2", "locator": "Abstract and complete bibliographic byline for 2204.14198v2; not an independent proof or experimental replication." }, { "title": "Alayrac and colleagues: Flamingo few-shot visual language model — official research page", "url": "https://deepmind.google/blog/tackling-multiple-tasks-with-a-single-visual-language-model/", "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:ef75ce69-9cab-4289-a7af-ee3c5913c960", "version": 1, "content_hash": "sha256:55cc1d2bbc9edc78dfc94e8187e40a0d59f16e7d1b8900237d4b539b7af939be" }, "scientific_correctness_certified": false, "independent_expert_calibration": false, "method": "PROPRIETARY", "points": "40000" }, "canonical_agent_submission": false, "scientific_verification_awarded": false, "reader_guide": null, "reading_status": "SOURCE_LINKED_NOTE" }