Pith. sign in
Pith Number

pith:YD6FTEDS

pith:2025:YD6FTEDSNJ67XSPZXLRYMFDJPX
not attested not anchored not stored refs pending

GPT as a Monte Carlo Language Tree: A Probabilistic Perspective

Jia-Yu Yao, Kun-Peng Ning, Li Yuan, Mu-Nan Ning, Yu-Yang Liu

arxiv:2501.07641 v2 · 2025-01-13 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YD6FTEDSNJ67XSPZXLRYMFDJPX}

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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.
Receipt and verification
First computed 2026-07-05T10:08:27.613706Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c0fc5990726a7dfbc9f9bae38614697dd41b25dd5336247eba5ff5e1464d84dc

Aliases

arxiv: 2501.07641 · arxiv_version: 2501.07641v2 · doi: 10.48550/arxiv.2501.07641 · pith_short_12: YD6FTEDSNJ67 · pith_short_16: YD6FTEDSNJ67XSPZ · pith_short_8: YD6FTEDS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YD6FTEDSNJ67XSPZXLRYMFDJPX \
  | 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: c0fc5990726a7dfbc9f9bae38614697dd41b25dd5336247eba5ff5e1464d84dc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0659a7980987392b8b27c3dfd6d51150bea83584cc67a40ee612bc6dc6466c4a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-13T19:04:57Z",
    "title_canon_sha256": "f290ac6ae94b14f5a6fcb1f7a3b5b89c2bc239fb4ea286625da2b1ec7b591ece"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.07641",
    "kind": "arxiv",
    "version": 2
  }
}