Pith Number

pith:SE2J27AG

pith:2024:SE2J27AGGK7RTURZRK6S6ECV6Z

not attested not anchored not stored refs pending

TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Chunrong Fang, Fangyuan Tian, Jianyi Zhou, Kecheng Li, Liuchuan Zhu, Quanjun Zhang, Siqi Gu, Zhenyu Chen

arxiv:2408.03095 v6 · 2024-08-06 · cs.SE

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\usepackage{pith}
\pithnumber{SE2J27AGGK7RTURZRK6S6ECV6Z}

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Record completeness

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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

Mining Workflow Graphs for Black-Box Boundary Testing of Conversational LLM Agents

Mutation-Guided Unit Test Generation with a Large Language Model

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning

Generating Complex Code Analyzers from Natural Language Questions

Receipt and verification

First computed	2026-07-05T10:41:47.953408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91349d7c0632bf19d2398abd2f1055f640d5805233cb252ae8ba663c882e57b1

Aliases

arxiv: 2408.03095 · arxiv_version: 2408.03095v6 · doi: 10.48550/arxiv.2408.03095 · pith_short_12: SE2J27AGGK7R · pith_short_16: SE2J27AGGK7RTURZ · pith_short_8: SE2J27AG

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/SE2J27AGGK7RTURZRK6S6ECV6Z \
  | 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: 91349d7c0632bf19d2398abd2f1055f640d5805233cb252ae8ba663c882e57b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01731218f56e188be6898b88028b57c8503bd478d2a3b9bd1cb276ebe4b55bbd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-06T10:52:41Z",
    "title_canon_sha256": "dfc1dae1afcaad43de751927bb1ba4efcb8744a74b74818d94cfc23c3fa4b205"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03095",
    "kind": "arxiv",
    "version": 6
  }
}