Pith Number

pith:C4R7MFKQ

pith:2023:C4R7MFKQZTBZGHG6UN5X4J2TWM

not attested not anchored not stored refs pending

Unit Test Generation using Generative AI : A Comparative Performance Analysis of Autogeneration Tools

Dhruv Kumar, Pankaj Jalote, Shreya Bhatia, Tarushi Gandhi

arxiv:2312.10622 v2 · 2023-12-17 · 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{C4R7MFKQZTBZGHG6UN5X4J2TWM}

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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

1 paper in Pith

A Contemporary Survey of Large Language Model Assisted Program Analysis

Receipt and verification

First computed	2026-07-05T07:44:45.654692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1723f61550ccc3931cdea37b7e2753b326e1b60180173383c66234c45ac22dc8

Aliases

arxiv: 2312.10622 · arxiv_version: 2312.10622v2 · doi: 10.48550/arxiv.2312.10622 · pith_short_12: C4R7MFKQZTBZ · pith_short_16: C4R7MFKQZTBZGHG6 · pith_short_8: C4R7MFKQ

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/C4R7MFKQZTBZGHG6UN5X4J2TWM \
  | 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: 1723f61550ccc3931cdea37b7e2753b326e1b60180173383c66234c45ac22dc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "806e2204d2259d44c85f5a46359662e509c4c725a62ab104e4c15a73d2029e9d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-12-17T06:38:11Z",
    "title_canon_sha256": "b20f37f5b4f23022256cbf53ac9ba03e84c21e37b8363a3c0e9262a819310e58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.10622",
    "kind": "arxiv",
    "version": 2
  }
}