Pith Number

pith:2XHOJF6M

pith:2025:2XHOJF6MJGRFX4CKKHROAQOPHK

not attested not anchored not stored refs pending

An Overview of Large Language Models for Statisticians

Emily Getzen, Jason E Weston, Jing Xu, Kyunghyun Cho, Linjun Zhang, Michael I. Jordan, Song Mei, Weijie J. Su, Weizhe Yuan, Wenlong Ji

arxiv:2502.17814 v1 · 2025-02-25 · stat.ML · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2XHOJF6MJGRFX4CKKHROAQOPHK}

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.

Cited by

3 papers in Pith

VESTA: Visual Exploration with Statistical Tool Agents

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption

Unsupervised Confidence Calibration for Reasoning LLMs from a Single Generation

Receipt and verification

First computed	2026-07-05T10:19:44.606157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5cee497cc49a25bf04a51e2e041cf3aab774c2dbb5ad2dfb195b36e86ea7c66

Aliases

arxiv: 2502.17814 · arxiv_version: 2502.17814v1 · doi: 10.48550/arxiv.2502.17814 · pith_short_12: 2XHOJF6MJGRF · pith_short_16: 2XHOJF6MJGRFX4CK · pith_short_8: 2XHOJF6M

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/2XHOJF6MJGRFX4CKKHROAQOPHK \
  | 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: d5cee497cc49a25bf04a51e2e041cf3aab774c2dbb5ad2dfb195b36e86ea7c66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22233d4c35924c3927665605251dfe09cf392b91f1f2cca943d592544a076e7b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-25T03:40:36Z",
    "title_canon_sha256": "47b491b0b35c2067ef9827b5a9da9046968d0b0c146804c9fa8c46501962669d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17814",
    "kind": "arxiv",
    "version": 1
  }
}