Pith. sign in
Pith Number

pith:AHH6TNYM

pith:2025:AHH6TNYMVUNRSSFRDCTJ4GVYDL
not attested not anchored not stored refs pending

Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction

Mehmet Bilal Er, Nagehan \.Ilhan, Umut Kuran

arxiv:2509.06429 v1 · 2025-09-08 · cs.SE

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AHH6TNYMVUNRSSFRDCTJ4GVYDL}

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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.
Receipt and verification
First computed 2026-07-05T12:06:35.657940Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

01cfe9b70cad1b1948b118a69e1ab81ac83ed6e4d497adf71fcbb1bba2d8ac56

Aliases

arxiv: 2509.06429 · arxiv_version: 2509.06429v1 · doi: 10.48550/arxiv.2509.06429 · pith_short_12: AHH6TNYMVUNR · pith_short_16: AHH6TNYMVUNRSSFR · pith_short_8: AHH6TNYM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AHH6TNYMVUNRSSFRDCTJ4GVYDL \
  | 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: 01cfe9b70cad1b1948b118a69e1ab81ac83ed6e4d497adf71fcbb1bba2d8ac56
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "60c89d92de5b832ea0935413bb7403a58b3b0c7417ea21617cf8416265b56f84",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-09-08T08:23:49Z",
    "title_canon_sha256": "59ad0b8180ce19c165c881522b8fa28edaad7cd4b3046a430d67cd3993a11cfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.06429",
    "kind": "arxiv",
    "version": 1
  }
}