Pith Number

pith:N4QUZRMP

pith:2022:N4QUZRMPAXON7EY2BWPHNIHSZ2

not attested not anchored not stored refs pending

Execution-based Evaluation for Data Science Code Generation Models

Chenglong Wang, Colin Clement, Cong Yan, Haotian Cui, Jeevana Priya Inala, Jianfeng Gao, Jipeng Zhang, Junjie Huang, Nan Duan

arxiv:2211.09374 v1 · 2022-11-17 · cs.SE · cs.CL

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\usepackage{pith}
\pithnumber{N4QUZRMPAXON7EY2BWPHNIHSZ2}

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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

2 papers in Pith

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T05:16:55.138240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f214cc58f05dcdf931a0d9e76a0f2ce998fbfc66f3fa2f5f124736796389b10

Aliases

arxiv: 2211.09374 · arxiv_version: 2211.09374v1 · doi: 10.48550/arxiv.2211.09374 · pith_short_12: N4QUZRMPAXON · pith_short_16: N4QUZRMPAXON7EY2 · pith_short_8: N4QUZRMP

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/N4QUZRMPAXON7EY2BWPHNIHSZ2 \
  | 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: 6f214cc58f05dcdf931a0d9e76a0f2ce998fbfc66f3fa2f5f124736796389b10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbe1964b247f1e186964a0a156bd8d7659c1da093afcdc0acff40b9a10937893",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-11-17T07:04:11Z",
    "title_canon_sha256": "fc4183052d88ca415e365d6e4414a772f37fbbaa60f99d10770a33aa4ae9f6b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09374",
    "kind": "arxiv",
    "version": 1
  }
}