Pith Number

pith:DW64SC3Z

pith:2023:DW64SC3ZRX2VRMDINFN73KJEX7

not attested not anchored not stored refs pending

Testing LLMs on Code Generation with Varying Levels of Prompt Specificity

David Gao, Lincoln Murr, Morgan Grainger

arxiv:2311.07599 v1 · 2023-11-10 · cs.SE · 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{DW64SC3ZRX2VRMDINFN73KJEX7}

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 Code Generation from Multilingual Prompts: A Curated Benchmark and a Study on Code Quality

Receipt and verification

First computed	2026-07-05T07:12:20.972195Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dbdc90b798df558b068695bfda924bfd4747fd9c332bee93717ed8f571a834c

Aliases

arxiv: 2311.07599 · arxiv_version: 2311.07599v1 · doi: 10.48550/arxiv.2311.07599 · pith_short_12: DW64SC3ZRX2V · pith_short_16: DW64SC3ZRX2VRMDI · pith_short_8: DW64SC3Z

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/DW64SC3ZRX2VRMDINFN73KJEX7 \
  | 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: 1dbdc90b798df558b068695bfda924bfd4747fd9c332bee93717ed8f571a834c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3f38199b22a26cd637bcc16f36c257d7f8bc3104764f74c6631c78b942c7159",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-11-10T23:41:41Z",
    "title_canon_sha256": "0ee3d5b141d8672102e7ce56d4c811ee42ad6f4d4d61acbb7ab803cfd701b762"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07599",
    "kind": "arxiv",
    "version": 1
  }
}