Pith Number

pith:NXFNZJD3

pith:2024:NXFNZJD36VRI76TCOINRMYJLF3

not attested not anchored not stored refs pending

Observing Micromotives and Macrobehavior of Large Language Models

Chenghua Lin, Chung-Chi Chen, Tomas Goldsack, Xingwei Qu, Yuyang Cheng

arxiv:2412.10428 v1 · 2024-12-10 · physics.soc-ph · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NXFNZJD36VRI76TCOINRMYJLF3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T09:49:15.741957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dcadca47bf5628ffa62721b16612b2ed6b06652c1e307ede18fa497516d803c

Aliases

arxiv: 2412.10428 · arxiv_version: 2412.10428v1 · doi: 10.48550/arxiv.2412.10428 · pith_short_12: NXFNZJD36VRI · pith_short_16: NXFNZJD36VRI76TC · pith_short_8: NXFNZJD3

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/NXFNZJD36VRI76TCOINRMYJLF3 \
  | 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: 6dcadca47bf5628ffa62721b16612b2ed6b06652c1e307ede18fa497516d803c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3133b0b11a50ce519b55c84e365d5e89b3cd0ed1d89dc027a4f9470cd6ec2d65",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "physics.soc-ph",
    "submitted_at": "2024-12-10T23:25:14Z",
    "title_canon_sha256": "b817a3fd3b94e607dcce149fd43e7ff889cadc1897ab53331eb0b592cd57099c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10428",
    "kind": "arxiv",
    "version": 1
  }
}