Pith Number

pith:LMY4UGXT

pith:2025:LMY4UGXTJDQVDOCE7SIJEYTTP6

not attested not anchored not stored refs pending

Can We Enhance Bug Report Quality Using LLMs?: An Empirical Study of LLM-Based Bug Report Generation

Gouri Ginde, Jagrit Acharya

arxiv:2504.18804 v1 · 2025-04-26 · 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{LMY4UGXTJDQVDOCE7SIJEYTTP6}

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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

3 papers in Pith

Bug Report Specification Refinement with Trajectory Guidance for Automated Program Repair

ImproBR: Bug Report Improver Using LLMs

An Empirical Evaluation of Locally Deployed LLMs for Bug Detection in Python Code

Receipt and verification

First computed	2026-07-05T10:54:21.642474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b31ca1af348e151b844fc909262737fb35984265d94c1ed7f7418930afb49da

Aliases

arxiv: 2504.18804 · arxiv_version: 2504.18804v1 · doi: 10.48550/arxiv.2504.18804 · pith_short_12: LMY4UGXTJDQV · pith_short_16: LMY4UGXTJDQVDOCE · pith_short_8: LMY4UGXT

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/LMY4UGXTJDQVDOCE7SIJEYTTP6 \
  | 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: 5b31ca1af348e151b844fc909262737fb35984265d94c1ed7f7418930afb49da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32d63c4472114dbed8de91fa98b02ba72992157882cea2d0f5fdfbb3de16e6dd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-26T05:15:53Z",
    "title_canon_sha256": "ab6d5c91b76a5d63a7fd0b2a6f13e231cede375acd98e295aaa29db6ddee0a38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.18804",
    "kind": "arxiv",
    "version": 1
  }
}