NL
ENT-00001852 · AI Benchmark

NetHack Learning Environment

NetHack Learning Environment is a reinforcement learning environment associated with Meta AI.

Level IV — ConnectedActiveDocumented
Human readable record

Overview

NetHack Learning Environment is a documented AI dataset or benchmark associated with Meta AI. The record identifies its role in evaluation, training, measurement or comparison of intelligent systems, with emphasis on the source context and the type of capability it helps assess.

Timeline

  1. 2020NetHack Learning Environment public documentation anchor

    NetHack Learning Environment appears in public documentation or stable reference sources as a reinforcement learning environment associated with Meta AI.

Capabilities

Reinforcement learningEmbodied evaluationResearch reference

Known limitations

The record describes the public identity and documented role of the entity, not private implementation details.Capabilities depend on version, deployment context, access conditions and the available public documentation.
Technical and registry detail

Technical description

Structured record for NetHack Learning Environment. The technical layer identifies entity type, classification, creator or organization, public source anchors, timeline entry, capabilities, limitations, registry status and graph relationships. Source anchor: https://github.com/facebookresearch/nle.

Controlled tags

RoboticsBenchmarkAgentic Systems
Relationship graph
NetHack Learning Environment
Published byMeta AI

NetHack Learning Environment is associated with Meta AI through its documented source context.

Machine readable layer

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

{
    "@context": "https://schema.org",
    "@type": "Thing",
    "identifier": "ENT-00001852",
    "name": "NetHack Learning Environment",
    "alternateName": [],
    "additionalType": "AI Benchmark",
    "description": "NetHack Learning Environment is a reinforcement learning environment associated with Meta AI.",
    "creator": "Facebook AI Research",
    "url": "entity.php?id=ENT-00001852",
    "sameAs": "https://github.com/facebookresearch/nle",
    "lxkeysWorld": {
        "classification": "reinforcement learning environment",
        "organization": "Meta AI",
        "originContext": "Public AI and technical record",
        "firstPublicAppearance": "2020",
        "currentStatus": "Active",
        "registryStatus": "Documented",
        "spatiumIndex": {
            "total": 74,
            "documentation": 25,
            "evidence": 13,
            "structure": 25,
            "relationships": 11,
            "level": "Level IV — Connected"
        },
        "lxCalendarium": {
            "start_date_utc": "2023-04-01",
            "created_utc": "2026-06-16T23:59:29+00:00",
            "created_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "updated_utc": "2026-06-16T23:59:29+00:00",
            "updated_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3",
            "reviewed_utc": "2026-06-16T23:59:29+00:00",
            "reviewed_dypclt": "D-0 Y-2 P-3 C-3 L-21 T-3"
        },
        "capabilities": [
            "Reinforcement learning",
            "Embodied evaluation",
            "Research reference"
        ],
        "limitations": [
            "The record describes the public identity and documented role of the entity, not private implementation details.",
            "Capabilities depend on version, deployment context, access conditions and the available public documentation."
        ],
        "tags": [
            "Robotics",
            "Benchmark",
            "Agentic Systems"
        ],
        "timeline": [
            {
                "date": "2020",
                "title": "NetHack Learning Environment public documentation anchor",
                "description": "NetHack Learning Environment appears in public documentation or stable reference sources as a reinforcement learning environment associated with Meta AI."
            }
        ],
        "relationships": [
            {
                "target": "Meta AI",
                "type": "Published by",
                "description": "NetHack Learning Environment is associated with Meta AI through its documented source context.",
                "evidence_level": "documentary"
            }
        ],
        "sources": [
            {
                "label": "Official project page or repository",
                "url": "https://github.com/facebookresearch/nle",
                "source_type": "Official Repository",
                "verification_status": "verified"
            }
        ]
    }
}
Proof and discussion layer

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