Pith. sign in
Pith Number

pith:CMOAKJFB

pith:2023:CMOAKJFBQSVHSCKP27SNQORYJA
not attested not anchored not stored refs pending

Large Language Models (GPT) Struggle to Answer Multiple-Choice Questions about Code

Arav Agarwal, Christopher Bogart, Jaromir Savelka, Majd Sakr

arxiv:2303.08033 v1 · 2023-03-09 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CMOAKJFBQSVHSCKP27SNQORYJA}

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 2026-07-05T05:51:14.243949Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

131c0524a184aa79094fd7e4d83a384821c3f43e756ec74f7e9af81a945db65c

Aliases

arxiv: 2303.08033 · arxiv_version: 2303.08033v1 · doi: 10.48550/arxiv.2303.08033 · pith_short_12: CMOAKJFBQSVH · pith_short_16: CMOAKJFBQSVHSCKP · pith_short_8: CMOAKJFB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CMOAKJFBQSVHSCKP27SNQORYJA \
  | 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: 131c0524a184aa79094fd7e4d83a384821c3f43e756ec74f7e9af81a945db65c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "779de9b430b9313ca20cd9ee1b0414a12899c239486c5b601e1836ef106599e3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-09T16:52:12Z",
    "title_canon_sha256": "d8ff0bd1ea1cd621701cbdca2da443b7105ec4bb5da98ae2c44fda93554f1693"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08033",
    "kind": "arxiv",
    "version": 1
  }
}