Pith Number

pith:23DCDL7J

pith:2023:23DCDL7JW7L6RRI5EQ4PQW4V63

not attested not anchored not stored refs pending

Towards an Automatic Optimisation Model Generator Assisted with Generative Pre-trained Transformer

Boris Almonacid

arxiv:2305.05811 v1 · 2023-05-09 · cs.NE · 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{23DCDL7JW7L6RRI5EQ4PQW4V63}

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

Large Language Models for Operations Research: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T06:08:45.419915Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6c621afe9b7d7e8c51d2438f85b95f6d4a24c84d492931cc5fc4ce04feadcf0

Aliases

arxiv: 2305.05811 · arxiv_version: 2305.05811v1 · doi: 10.48550/arxiv.2305.05811 · pith_short_12: 23DCDL7JW7L6 · pith_short_16: 23DCDL7JW7L6RRI5 · pith_short_8: 23DCDL7J

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/23DCDL7JW7L6RRI5EQ4PQW4V63 \
  | 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: d6c621afe9b7d7e8c51d2438f85b95f6d4a24c84d492931cc5fc4ce04feadcf0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7dbc7a2899f781acab770a3a3d8a0600a5ad07d54cc2c2389c4db0111287137d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2023-05-09T23:51:14Z",
    "title_canon_sha256": "3f75e9717906a535d7c65fd1284d8d09874773e702e511f610839dafa32600b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05811",
    "kind": "arxiv",
    "version": 1
  }
}