Pith Number

pith:A4QWSBWX

pith:2024:A4QWSBWXH37XVM66P2YT4JMH4V

not attested not anchored not stored refs pending

Is Functional Correctness Enough to Evaluate Code Language Models? Exploring Diversity of Generated Codes

Dongha Lee, Heejae Chon, Jinyoung Yeo, Seonghyeon Lee

arxiv:2408.14504 v1 · 2024-08-24 · cs.SE · cs.AI · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A4QWSBWXH37XVM66P2YT4JMH4V}

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

4 papers in Pith

Rethinking Code Performance Benchmarks for LLMs

Functional Cache Grafting: Robust and Rapid Code-Policy Synthesis for Embodied Agents

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Insights into Security-Related AI-Generated Pull Requests

Receipt and verification

First computed	2026-07-05T08:59:54.425149Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07216906d73eff7ab3de7eb13e2587e554e23a66224088f1c1540da7382a71b4

Aliases

arxiv: 2408.14504 · arxiv_version: 2408.14504v1 · doi: 10.48550/arxiv.2408.14504 · pith_short_12: A4QWSBWXH37X · pith_short_16: A4QWSBWXH37XVM66 · pith_short_8: A4QWSBWX

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/A4QWSBWXH37XVM66P2YT4JMH4V \
  | 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: 07216906d73eff7ab3de7eb13e2587e554e23a66224088f1c1540da7382a71b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f35eccf7bd73902a1fd3e29093a5776e1c4f28656a74804bb18da101551bb86f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-24T07:40:22Z",
    "title_canon_sha256": "e61e2ea67933325c9d45eb0cd79c8e5355b9c7d3c32478306d72a4a53923bd67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.14504",
    "kind": "arxiv",
    "version": 1
  }
}