Pith Number

pith:RAG6USJO

pith:2023:RAG6USJOAXYP2UJC3CY4HUVI35

not attested not anchored not stored refs pending

An Empirical Evaluation of Using Large Language Models for Automated Unit Test Generation

Aryaz Eghbali, Frank Tip, Max Sch\"afer, Sarah Nadi

arxiv:2302.06527 v4 · 2023-02-13 · cs.SE · cs.AI

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\usepackage{pith}
\pithnumber{RAG6USJOAXYP2UJC3CY4HUVI35}

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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

VeriPort: Automated and Verified Patch Backporting at Scale

ClassInvGen: Class Invariant Synthesis using Large Language Models

Ensemble-Based Uncertainty Estimation for Code Correctness Estimation

Agentless: Demystifying LLM-based Software Engineering Agents

POSTCONDBENCH: Benchmarking Correctness and Completeness in Formal Postcondition Inference

Receipt and verification

First computed	2026-07-05T07:22:15.421517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

880dea492e05f0fd5122d8b1c3d2a8df4bbc27c57c668716325fa9b1b8607a54

Aliases

arxiv: 2302.06527 · arxiv_version: 2302.06527v4 · doi: 10.48550/arxiv.2302.06527 · pith_short_12: RAG6USJOAXYP · pith_short_16: RAG6USJOAXYP2UJC · pith_short_8: RAG6USJO

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/RAG6USJOAXYP2UJC3CY4HUVI35 \
  | 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: 880dea492e05f0fd5122d8b1c3d2a8df4bbc27c57c668716325fa9b1b8607a54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08ece531cddd0ea5a9cd04e3bcd5109fb314b6c699344a0f256da7727fdc836a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-02-13T17:13:41Z",
    "title_canon_sha256": "8b2cbd4a648ea17bb86112792a38d12248e17493f13ddf298b5c5dbb260f6008"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.06527",
    "kind": "arxiv",
    "version": 4
  }
}