RE
ENT-00000903 · AI Model

RETRO

RETRO is a AI model associated with Google DeepMind, classified in LXKeys.world as Embedding / Retrieval Model.

Level V PersistentActiveDocumented
Human record

Overview

RETRO is documented as a foundation model or model-family record associated with Google DeepMind. Its relevance comes from language model architecture that retrieves from large text databases. The entity is useful for tracing model lineage, provider strategy, capability evolution and relationships between assistants, APIs and downstream products.

Timeline

  1. 2021Initial model publication or release

    RETRO entered the documented public record in 2021. This event is retained at the precision supported by the Entry’s reviewed source history.

Capabilities

Language or multimodal model capabilityAPI or deployment integrationReasoning, generation or representation learningModel-family relationship mapping

Known limitations

Capabilities vary by release, deployment setting and evaluation method.Operational details may differ across hosted APIs, open releases or downstream integrations.
Technical and structured detail

Technical description

Structured LXKeys.world registry record for RETRO. Entity type: AI Model; classification: Embedding / Retrieval Model; creator/organization context: DeepMind. Canonical source anchor: https://deepmind.google/discover/blog/improving-language-models-by-retrieving-from-trillions-of-tokens/. The record tracks source authority, first public appearance, timeline, capabilities, limitations, registry status and graph relationships. Automatic refresh is limited to sources explicitly classified as OFFICIAL and enabled for updates; documentary and research references remain non-authoritative unless reviewed.

Controlled tags

Google DeepMindFoundation ModelDocumented AIretrieval-enhanced
Relationship graph

RETRO

Open in full graph
RETRO
Associated OrganizationOutgoing
Google DeepMind

Google DeepMind is the organization or ecosystem associated with RETRO.

Creator or DeveloperOutgoing
DeepMind

DeepMind is identified as a creator, developer or originating actor for RETRO.

Registry CategoryOutgoing
Foundation Models

Model-level entity connected to the foundation-model layer of the registry.

Machine readable layer

Structured entry data for human tools, AI systems and machine clients.

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    ],
    "@type": "Thing",
    "identifier": "ENT-00000903",
    "name": "RETRO",
    "alternateName": [],
    "additionalType": {
        "category": "Models",
        "type": "AI Model",
        "subtype": "",
        "lxkeysEntity": false
    },
    "description": "RETRO is a AI model associated with Google DeepMind, classified in LXKeys.world as Embedding / Retrieval Model.",
    "creator": "DeepMind",
    "url": "https://lxkeys.world/entry.php?id=ENT-00000903&lang=en",
    "sameAs": "https://deepmind.google/discover/blog/improving-language-models-by-retrieving-from-trillions-of-tokens/",
    "image": "",
    "lxkeysWorld": {
        "worldId": "ENT-00000903",
        "kind": "Models",
        "type": "AI Model",
        "subtype": "",
        "classification": "Embedding / Retrieval Model",
        "organization": "Google DeepMind",
        "originContext": "Research model",
        "firstPublicAppearance": "2021",
        "currentStatus": "Active",
        "documentationStatus": "Documented",
        "documentationIndex": {
            "total": 88,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 25,
            "level": "Level V Persistent"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:02+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:02+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "facts": [],
        "capabilities": [
            "Language or multimodal model capability",
            "API or deployment integration",
            "Reasoning, generation or representation learning",
            "Model-family relationship mapping"
        ],
        "limitations": [
            "Capabilities vary by release, deployment setting and evaluation method.",
            "Operational details may differ across hosted APIs, open releases or downstream integrations."
        ],
        "tags": [
            "Google DeepMind",
            "Foundation Model",
            "Documented AI",
            "retrieval-enhanced"
        ],
        "timeline": [
            {
                "date": "2021",
                "title": "Initial model publication or release",
                "description": "RETRO entered the documented public record in 2021. This event is retained at the precision supported by the Entry’s reviewed source history.",
                "source_url": "https://deepmind.google/discover/blog/improving-language-models-by-retrieving-from-trillions-of-tokens/",
                "verification_status": "source_backed_official"
            }
        ],
        "relationships": [
            {
                "target": "Google DeepMind",
                "type": "Associated Organization",
                "description": "Google DeepMind is the organization or ecosystem associated with RETRO.",
                "evidence_level": "documentary",
                "target_id": "ENT-00000050"
            },
            {
                "target": "DeepMind",
                "type": "Creator or Developer",
                "description": "DeepMind is identified as a creator, developer or originating actor for RETRO.",
                "evidence_level": "documentary"
            },
            {
                "target": "Foundation Models",
                "type": "Registry Category",
                "description": "Model-level entity connected to the foundation-model layer of the registry.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "RETRO official reference",
                "url": "https://deepmind.google/discover/blog/improving-language-models-by-retrieving-from-trillions-of-tokens/",
                "source_type": "Official Documentation",
                "verification_status": "verified",
                "authority": "OFFICIAL",
                "role": "primary",
                "update_enabled": true,
                "authority_basis": "curated-corpus-refresh-2026-09-08"
            }
        ],
        "canonical": [],
        "imageMeta": []
    }
}
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