Pith Number

pith:XNK6EIAQ

pith:2024:XNK6EIAQU4RIGSWBDCJ2YST2QC

not attested not anchored not stored refs pending

Benchmarks and Metrics for Evaluations of Code Generation: A Critical Review

Debalina Ghosh Paul, Hong Zhu, Ian Bayley

arxiv:2406.12655 v1 · 2024-06-18 · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XNK6EIAQU4RIGSWBDCJ2YST2QC}

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

When AI Reviews Its Own Code: Recursive Self-Training Collapse in Code LLMs

LLM4MTLs: Automated Generation and Empirical Evaluation of Model Transformation Languages

Sustainable Code Generation Using Large Language Models: A Systematic Literature Review

Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study

Receipt and verification

First computed	2026-07-05T08:33:49.106714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb55e22010a722834ac11893ac4a7a80a27f55d869b56ddaecd5384ab32a1a73

Aliases

arxiv: 2406.12655 · arxiv_version: 2406.12655v1 · doi: 10.48550/arxiv.2406.12655 · pith_short_12: XNK6EIAQU4RI · pith_short_16: XNK6EIAQU4RIGSWB · pith_short_8: XNK6EIAQ

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/XNK6EIAQU4RIGSWBDCJ2YST2QC \
  | 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: bb55e22010a722834ac11893ac4a7a80a27f55d869b56ddaecd5384ab32a1a73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8450f0ebfd55e636fcf0c3ea06b55924691a871191a134ca3d3c9603ba88a1e6",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-18T14:25:34Z",
    "title_canon_sha256": "f564d60b33d64dfa92bbeb0eae81735718a3b5bb9456530153e3f662e953bf90"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12655",
    "kind": "arxiv",
    "version": 1
  }
}