Pith Number

pith:76ZYAFMM

pith:2025:76ZYAFMMUFSK4MWK465GF6LVVB

not attested not anchored not stored refs pending

Combining Language and App UI Analysis for the Automated Assessment of Bug Reproduction Steps

Andrian Marcus, Antu Saha, Junayed Mahmud, Kevin Moran, Oscar Chaparro

arxiv:2502.04251 v1 · 2025-02-06 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{76ZYAFMMUFSK4MWK465GF6LVVB}

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

ImproBR: Bug Report Improver Using LLMs

Receipt and verification

First computed	2026-07-05T10:10:35.804165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffb380158ca164ae32cae7ba62f975a86239241bc5d5432537e2b736cd91fbfe

Aliases

arxiv: 2502.04251 · arxiv_version: 2502.04251v1 · doi: 10.48550/arxiv.2502.04251 · pith_short_12: 76ZYAFMMUFSK · pith_short_16: 76ZYAFMMUFSK4MWK · pith_short_8: 76ZYAFMM

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/76ZYAFMMUFSK4MWK465GF6LVVB \
  | 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: ffb380158ca164ae32cae7ba62f975a86239241bc5d5432537e2b736cd91fbfe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e490df739ee338562043b3c396b421c6b59d9a10b046e421a7a7afaa366040ad",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-02-06T17:40:53Z",
    "title_canon_sha256": "d2a5e434e6763afb2f1aca6de5612eeed0bc552795ba3b7ed6286f6ffc317c3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04251",
    "kind": "arxiv",
    "version": 1
  }
}