Pith Number

pith:HQQG2GM6

pith:2024:HQQG2GM6ZLSNS4XM4A6VX3RPJA

not attested not anchored not stored refs pending

Evaluating the World Model Implicit in a Generative Model

Ashesh Rambachan, Jon Kleinberg, Justin Y. Chen, Keyon Vafa, Sendhil Mullainathan

arxiv:2406.03689 v3 · 2024-06-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{HQQG2GM6ZLSNS4XM4A6VX3RPJA}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

6 papers in Pith

A Close Look At World Model Recovery In Supervised Fine-Tuned LLM Planners

How Should World Models Be Evaluated for Embodied Decision-Making? A Decision-Making-Centric Position

The CRISTAL Method: Neurosymbolic analysis from AI-synthesized world models

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Planning in the LLM Era: Building for Reliability and Efficiency

Receipt and verification

First computed	2026-07-05T09:33:32.726093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c206d199ecae4d972ece03d5bee2f4814b1186e892c8a6bb927e8e39d2bb1ec

Aliases

arxiv: 2406.03689 · arxiv_version: 2406.03689v3 · doi: 10.48550/arxiv.2406.03689 · pith_short_12: HQQG2GM6ZLSN · pith_short_16: HQQG2GM6ZLSNS4XM · pith_short_8: HQQG2GM6

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/HQQG2GM6ZLSNS4XM4A6VX3RPJA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3c206d199ecae4d972ece03d5bee2f4814b1186e892c8a6bb927e8e39d2bb1ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d493feded3783febcaeb44854f68a8c16d4efb808d9323e2895c1d6a3bebdf58",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-06T02:20:31Z",
    "title_canon_sha256": "86091b5caef84f744808381126b1f6f4fa619c71edafcc30f6f130ea96a7cb42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03689",
    "kind": "arxiv",
    "version": 3
  }
}