Pith Number

pith:P375JGVJ

pith:2024:P375JGVJGUNX3TU3AOPZFN3XTI

not attested not anchored not stored refs pending

Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo

Ahmed Abdelhay, Mahmoud Masoud, Mohammed Elhenawy

arxiv:2405.01997 v1 · 2024-05-03 · 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{P375JGVJGUNX3TU3AOPZFN3XTI}

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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

2 papers in Pith

Large Language Models for Operations Research: A Comprehensive Survey

Budget-Efficient Automatic Algorithm Design via Code Graph

Receipt and verification

First computed	2026-07-05T08:15:05.479891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7effd49aa9351b7dce9b039f92b7779a0bed5772c70bc5068da209369e1bfcf0

Aliases

arxiv: 2405.01997 · arxiv_version: 2405.01997v1 · doi: 10.48550/arxiv.2405.01997 · pith_short_12: P375JGVJGUNX · pith_short_16: P375JGVJGUNX3TU3 · pith_short_8: P375JGVJ

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/P375JGVJGUNX3TU3AOPZFN3XTI \
  | 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: 7effd49aa9351b7dce9b039f92b7779a0bed5772c70bc5068da209369e1bfcf0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2968b755ae7f84baf20e8ea9ff7292fddb184c71961db819c4fbab13f433bf1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-03T10:54:14Z",
    "title_canon_sha256": "9acf7f78757be9f5b71a4aca2eb3febff78734b2793dfe3ea892245fbf3b21cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01997",
    "kind": "arxiv",
    "version": 1
  }
}