Pith Number

pith:APGIE3RX

pith:2024:APGIE3RXEUCS7VY2YXJKWJOLNU

not attested not anchored not stored refs pending

TESTEVAL: Benchmarking Large Language Models for Test Case Generation

An Ran Chen, Chenyuan Yang, Da Song, Lei Ma, Lingming Zhang, Wenhan Wang, Yuheng Huang, Zhaoyang Chu, Zhijie Wang

arxiv:2406.04531 v2 · 2024-06-06 · cs.SE

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\usepackage{pith}
\pithnumber{APGIE3RXEUCS7VY2YXJKWJOLNU}

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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

5 papers in Pith

MultiFileTest: A Multi-File-Level LLM Unit Test Generation Benchmark and Impact of Error Fixing Mechanisms

SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios

SWE-Cycle: Benchmarking Code Agents across the Complete Issue Resolution Cycle

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems

Enhancing Large Language Models with Retrieval Augmented Generation for Software Testing and Inspection Automation

Receipt and verification

First computed	2026-07-05T10:08:17.733382Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03cc826e3725052fd71ac5d2ab25cb6d0a3b5ab45743fe97e1540a485046204b

Aliases

arxiv: 2406.04531 · arxiv_version: 2406.04531v2 · doi: 10.48550/arxiv.2406.04531 · pith_short_12: APGIE3RXEUCS · pith_short_16: APGIE3RXEUCS7VY2 · pith_short_8: APGIE3RX

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/APGIE3RXEUCS7VY2YXJKWJOLNU \
  | 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: 03cc826e3725052fd71ac5d2ab25cb6d0a3b5ab45743fe97e1540a485046204b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1df7ad2d4f077b0f7425e41356cabf766d6a5e23d56c17825399df13ac3bb5c7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-06-06T22:07:50Z",
    "title_canon_sha256": "36a039ee539c0e23d3584e30cc3b6ecb24963c6b93f5a1b2374ef55d4f89a89c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.04531",
    "kind": "arxiv",
    "version": 2
  }
}