Pith Number

pith:IKCRTACL

pith:2024:IKCRTACL7PGNFPLPVVANJA4TZQ

not attested not anchored not stored refs pending

Beyond Correctness: Benchmarking Multi-dimensional Code Generation for Large Language Models

Boxi Cao, Hongyu Lin, Jiasheng Zheng, Le Sun, Ruotong Pan, Xianpei Han, Yaojie Lu, Zhengzhao Ma

arxiv:2407.11470 v2 · 2024-07-16 · cs.SE · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{IKCRTACL7PGNFPLPVVANJA4TZQ}

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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

7 papers in Pith

From Execution to Education: A Bloom-Aligned Framework for Measuring Educational Control in LLMs

LLM vs. Human Unit Tests: Fault Detection on Real Python Bugs

Subjective Code Preferences in Experts and Large Language Models

MetaLint: Easy-to-Hard Generalization for Code Linting

Do AI Models Dream of Faster Code? An Empirical Study on LLM-Proposed Performance Improvements in Real-World Software

Receipt and verification

First computed	2026-07-05T09:17:45.999015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

428519804bfbccd2bd6fad40d48393cc10c5430327dc1e23018306a5bdb12dc6

Aliases

arxiv: 2407.11470 · arxiv_version: 2407.11470v2 · doi: 10.48550/arxiv.2407.11470 · pith_short_12: IKCRTACL7PGN · pith_short_16: IKCRTACL7PGNFPLP · pith_short_8: IKCRTACL

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/IKCRTACL7PGNFPLPVVANJA4TZQ \
  | 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: 428519804bfbccd2bd6fad40d48393cc10c5430327dc1e23018306a5bdb12dc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d96949756b13d9f3babdc14e2c39bd49df9f437a968752f5fc92b4e29a0ba1c6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-16T08:08:48Z",
    "title_canon_sha256": "4b1f339e194f26cba3dc08ea440e8b65beec69800f6bee669e2e57874c470379"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11470",
    "kind": "arxiv",
    "version": 2
  }
}