Pith Number

pith:QZMZQ3TP

pith:2024:QZMZQ3TPDNEGTK4AJ7KHNNQEMW

not attested not anchored not stored refs pending

Memory-Augmented Agent Training for Business Document Understanding

Huazheng Wang, Jiale Liu, Malte H{\o}jmark-Bertelsen, Marie Normann Gadeberg, Qingyun Wu, Yifan Zeng

arxiv:2412.15274 v1 · 2024-12-17 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZMZQ3TPDNEGTK4AJ7KHNNQEMW}

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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.

Cited by

1 paper in Pith

MADP: A Multi-Agent Pipeline for Sustainable Document Processing with Human-in-the-Loop

Receipt and verification

First computed	2026-07-05T09:52:00.954883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8659986e6f1b4869ab804fd476b60465b51848a0a7a9082f33280ee969c59f9b

Aliases

arxiv: 2412.15274 · arxiv_version: 2412.15274v1 · doi: 10.48550/arxiv.2412.15274 · pith_short_12: QZMZQ3TPDNEG · pith_short_16: QZMZQ3TPDNEGTK4A · pith_short_8: QZMZQ3TP

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/QZMZQ3TPDNEGTK4AJ7KHNNQEMW \
  | 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: 8659986e6f1b4869ab804fd476b60465b51848a0a7a9082f33280ee969c59f9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c6590cccdc7a3021b385f00dd3ac3d206b7392c2c4be91775e34e12f24e0176",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-17T18:35:04Z",
    "title_canon_sha256": "17f9f9744029e5450de289899a5d5edc6d41ec3f6d0c79f1603019e1eb3e492a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15274",
    "kind": "arxiv",
    "version": 1
  }
}