Pith Number

pith:LZBA242B

pith:2024:LZBA242BSDHWYBPXGPAUUISWLC

not attested not anchored not stored refs pending

HumanEval Pro and MBPP Pro: Evaluating Large Language Models on Self-invoking Code Generation

Arman Cohan, Xiao-Ping Zhang, Yilun Zhao, Zhaojian Yu

arxiv:2412.21199 v2 · 2024-12-30 · cs.SE · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZBA242BSDHWYBPXGPAUUISWLC}

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

6 papers in Pith

CodeGolf Bench: A Multi-Language Benchmark for Evaluating Concise Code Generation Capabilities of Large Language Models

A-ProS: Towards Reliable Autonomous Programming Through Multi-Model Feedback

LLM-Based Multi-Agent Systems for Code Generation: A Multi-Vocal Literature Review

Intent2Tx: Benchmarking LLMs for Translating Natural Language Intents into Ethereum Transactions

SWE Atlas: Benchmarking Coding Agents Beyond Issue Resolution

Receipt and verification

First computed	2026-07-05T09:55:37.339378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e420d734190cf6c05f733c14a2256589998181ab742146e259c5b1cbf167217

Aliases

arxiv: 2412.21199 · arxiv_version: 2412.21199v2 · doi: 10.48550/arxiv.2412.21199 · pith_short_12: LZBA242BSDHW · pith_short_16: LZBA242BSDHWYBPX · pith_short_8: LZBA242B

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/LZBA242BSDHWYBPXGPAUUISWLC \
  | 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: 5e420d734190cf6c05f733c14a2256589998181ab742146e259c5b1cbf167217

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c26c10329c494fabb7280f754f297ec5fa7c06d298d66cc7c8811fc656629323",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-30T18:58:58Z",
    "title_canon_sha256": "e990448744106ddc3f3b43bdb5bb48f32095bd570a63878f755f20467f4cb32c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.21199",
    "kind": "arxiv",
    "version": 2
  }
}