Pith Number

pith:TNKEVX24

pith:2025:TNKEVX24PQEIQTSVYC3NDCWEIE

not attested not anchored not stored refs pending

LLM Test Generation via Iterative Hybrid Program Analysis

Ali Mesbah, Noor Nashid, Sijia Gu

arxiv:2503.13580 v2 · 2025-03-17 · cs.SE · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TNKEVX24PQEIQTSVYC3NDCWEIE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Guiding Human Validation of LLM-Generated Code via Verifiable Literate Programming

LLM-based Mockless Unit Test Generation for Java

Mutation-Guided Unit Test Generation with a Large Language Model

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

Call-Chain-Aware LLM-Based Test Generation for Java Projects

Receipt and verification

First computed	2026-07-05T12:01:21.300745Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b544adf5c7c08884e55c0b6d18ac44107d4fbdf3ae008483d56cb9ea83893c5

Aliases

arxiv: 2503.13580 · arxiv_version: 2503.13580v2 · doi: 10.48550/arxiv.2503.13580 · pith_short_12: TNKEVX24PQEI · pith_short_16: TNKEVX24PQEIQTSV · pith_short_8: TNKEVX24

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/TNKEVX24PQEIQTSVYC3NDCWEIE \
  | 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: 9b544adf5c7c08884e55c0b6d18ac44107d4fbdf3ae008483d56cb9ea83893c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f50303a149a763ff84b557c62121ad95b6213e3d5b53cfaf7fdf3abb3670f1e8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-17T16:10:38Z",
    "title_canon_sha256": "a2d34d2934b70495600e7809cbadea6d361c4563cc5340c8b35ad49dccf212d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13580",
    "kind": "arxiv",
    "version": 2
  }
}