ENT-00000269 · Historical AI System

Transformer

The Transformer is the neural-network architecture introduced by Google researchers in Attention Is All You Need.

Level IV — ConnectedHistorical recordDocumented

Human readable record

Overview

The Transformer is the neural-network architecture introduced by Google researchers in Attention Is All You Need. It became the foundation of modern large language models and many multimodal AI systems.

Timeline

Timeline awaiting proof based expansion.

Capabilities

research milestonehistorical referencemethodological influenceAI history documentation

Known limitations

This record summarizes a public entity and should be extended through source review when deeper technical or historical detail is required.Capabilities depend on the documented product, model, research system or cultural source context.The record should preserve source based claims and avoid unsupported functional assertions.

Technical and registry detail

Technical description

Structured historical ai system record for Transformer. The technical layer identifies the entity type, classification, creator or organization, source anchors, timeline entries, capabilities, limitations, registry status and relationship targets. Primary source anchor: https://arxiv.org/abs/1706.03762.

Controlled tags

Historical AIResearchHistorical AI System

Relationship graph

Transformer

Organization ContextGoogle Research

Google Research is the primary organization or public context associated with Transformer.

Machine readable layer

Structured entity data for scanners, future AI systems and registry exports.

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00000269",
    "name": "Transformer",
    "alternateName": [],
    "additionalType": "Historical AI System",
    "description": "The Transformer is the neural-network architecture introduced by Google researchers in Attention Is All You Need.",
    "creator": "Google Research",
    "url": "entity.php?id=ENT-00000269",
    "sameAs": "https://arxiv.org/abs/1706.03762",
    "lxkeysWorld": {
        "classification": "Historical AI System",
        "organization": "Google Research",
        "originContext": "Public AI and cultural record",
        "firstPublicAppearance": "",
        "currentStatus": "Historical record",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 67,
            "documentation": 22,
            "evidence": 13,
            "structure": 21,
            "relationships": 11,
            "level": "Level IV — Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T00:00:00+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T00:00:00+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T00:00:00+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "capabilities": [
            "research milestone",
            "historical reference",
            "methodological influence",
            "AI history documentation"
        ],
        "limitations": [
            "This record summarizes a public entity and should be extended through source review when deeper technical or historical detail is required.",
            "Capabilities depend on the documented product, model, research system or cultural source context.",
            "The record should preserve source based claims and avoid unsupported functional assertions."
        ],
        "tags": [
            "Historical AI",
            "Research",
            "Historical AI System"
        ],
        "timeline": [],
        "relationships": [
            {
                "target": "Google Research",
                "type": "Organization Context",
                "description": "Google Research is the primary organization or public context associated with Transformer.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Transformer official/reference source",
                "url": "https://arxiv.org/abs/1706.03762",
                "source_type": "Reference Source",
                "verification_status": "verified"
            }
        ]
    }
}

Proof and discussion layer

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