Pith Number

pith:N6YZFQUZ

pith:2025:N6YZFQUZR26XHSI3O4AMMZHKLI

not attested not anchored not stored refs pending

Harden and Catch for Just-in-Time Assured LLM-Based Software Testing: Open Research Challenges

Mark Harman, Peter O'Hearn, Shubho Sengupta

arxiv:2504.16472 v2 · 2025-04-23 · 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{N6YZFQUZR26XHSI3O4AMMZHKLI}

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

1 paper in Pith

YATE: The Role of Test Repair in LLM-Based Unit Test Generation

Receipt and verification

First computed	2026-07-05T11:03:04.244156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fb192c2998ebd73c91b7700c664ea5a229d7ff526c7908bb44213e342792ba9

Aliases

arxiv: 2504.16472 · arxiv_version: 2504.16472v2 · doi: 10.48550/arxiv.2504.16472 · pith_short_12: N6YZFQUZR26X · pith_short_16: N6YZFQUZR26XHSI3 · pith_short_8: N6YZFQUZ

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/N6YZFQUZR26XHSI3O4AMMZHKLI \
  | 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: 6fb192c2998ebd73c91b7700c664ea5a229d7ff526c7908bb44213e342792ba9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a1ca8825e065cb2faba57216a10c89aef206ae9ff51f243f4bd20a10472176c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-23T07:32:43Z",
    "title_canon_sha256": "7afed5803463baa272958fabd39e1d05c3ff65acc1a7db1a4a3ee6add7066aca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16472",
    "kind": "arxiv",
    "version": 2
  }
}