Pith Number

pith:L5MHIJXP

pith:2024:L5MHIJXPEEKXETSY6QSQ27AEJH

not attested not anchored not stored refs pending

Reverse Modeling in Large Language Models

Cunxiao Du, Hao Zhang, Jiawei Wu, Minghui Qiu, Qianru Sun, Sicheng Yu, Yanying Zhou, Yuanchen Xu

arxiv:2410.09817 v2 · 2024-10-13 · 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{L5MHIJXPEEKXETSY6QSQ27AEJH}

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

1 paper in Pith

Probability Consistency in Large Language Models: Theoretical Foundations Meet Empirical Discrepancies

Receipt and verification

First computed	2026-07-05T10:18:43.107444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f587426ef2115724e58f4250d7c0449cef9740c2159577969a3595988084d45

Aliases

arxiv: 2410.09817 · arxiv_version: 2410.09817v2 · doi: 10.48550/arxiv.2410.09817 · pith_short_12: L5MHIJXPEEKX · pith_short_16: L5MHIJXPEEKXETSY · pith_short_8: L5MHIJXP

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/L5MHIJXPEEKXETSY6QSQ27AEJH \
  | 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: 5f587426ef2115724e58f4250d7c0449cef9740c2159577969a3595988084d45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "144a31042b18c0352b1026fc195a9e7243449d7f73aaddcf43dfd6724284e8b1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-13T12:24:03Z",
    "title_canon_sha256": "29b332c00845afdb68cf831c705aed214bbd9f8cfa938fe4841b28ad46a3774f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09817",
    "kind": "arxiv",
    "version": 2
  }
}