Pith Number

pith:PMPVBPID

pith:2023:PMPVBPID45PUXYO2K3DFZG36P7

not attested not anchored not stored refs pending

Exploring the Effectiveness of GPT Models in Test-Taking: A Case Study of the Driver's License Knowledge Test

Manuela Veloso, Saba Rahimi, Tucker Balch

arxiv:2308.11827 v1 · 2023-08-22 · cs.CL · cs.AI · 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{PMPVBPID45PUXYO2K3DFZG36P7}

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.

Receipt and verification

First computed	2026-07-05T06:43:55.462940Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b1f50bd03e75f4be1da56c65c9b7e7fe24d3638ba500f9c8851907123d065ff

Aliases

arxiv: 2308.11827 · arxiv_version: 2308.11827v1 · doi: 10.48550/arxiv.2308.11827 · pith_short_12: PMPVBPID45PU · pith_short_16: PMPVBPID45PUXYO2 · pith_short_8: PMPVBPID

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/PMPVBPID45PUXYO2K3DFZG36P7 \
  | 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: 7b1f50bd03e75f4be1da56c65c9b7e7fe24d3638ba500f9c8851907123d065ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f14d0d666c20e6c00a855c057f2c0b1e489c8000e8080864a504db13228865b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-22T23:18:53Z",
    "title_canon_sha256": "655c05fba2e783f4cbaac6cf6265ab0d9565628cb96d82f9d5ee06746e2276c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11827",
    "kind": "arxiv",
    "version": 1
  }
}