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Pith Number

pith:NNEIJL4P

pith:2025:NNEIJL4PL5H4K2NRBVSQKZT7JZ
not attested not anchored not stored refs pending

Probability Distributions Computed by Autoregressive Transformers

Andy Yang, Anej Svete, Anthony Widjaja Lin, David Chiang, Jiaoda Li, Jonathan Rawski, Ryan Cotterell

arxiv:2510.27118 v4 · 2025-10-31 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{NNEIJL4PL5H4K2NRBVSQKZT7JZ}

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 2026-05-26T01:03:18.366696Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6b4884af8f5f4fc569b10d6505667f4e4a8da413e858af91652ec7fb29ec919f

Aliases

arxiv: 2510.27118 · arxiv_version: 2510.27118v4 · doi: 10.48550/arxiv.2510.27118 · pith_short_12: NNEIJL4PL5H4 · pith_short_16: NNEIJL4PL5H4K2NR · pith_short_8: NNEIJL4P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NNEIJL4PL5H4K2NRBVSQKZT7JZ \
  | 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: 6b4884af8f5f4fc569b10d6505667f4e4a8da413e858af91652ec7fb29ec919f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c365740636987e2e144d6c8da500757910908e0495d86c2a53c46387e42075f3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-31T02:41:05Z",
    "title_canon_sha256": "252896fbdab5cf2df4c489b5d60cf47d2a336ebcf19ac5b66fdde63f36f54df8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.27118",
    "kind": "arxiv",
    "version": 4
  }
}