Pith Number

pith:AN4RPROW

pith:2025:AN4RPROW6NL2Q2JPGZVBUNACPP

not attested not anchored not stored refs pending

Beyond Accuracy: Behavioral Dynamics of Agentic Multi-Hunk Repair

Ahmed E. Hassan, Ali Mesbah, Daniel Ding, Keheliya Gallaba, Noor Nashid

arxiv:2511.11012 v2 · 2025-11-14 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AN4RPROW6NL2Q2JPGZVBUNACPP}

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.

Receipt and verification

First computed	2026-06-09T01:04:39.966600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

037917c5d6f357a8692f366a1a34027bf552700fd897b31a88479edc824aec5c

Aliases

arxiv: 2511.11012 · arxiv_version: 2511.11012v2 · doi: 10.48550/arxiv.2511.11012 · pith_short_12: AN4RPROW6NL2 · pith_short_16: AN4RPROW6NL2Q2JP · pith_short_8: AN4RPROW

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/AN4RPROW6NL2Q2JPGZVBUNACPP \
  | 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: 037917c5d6f357a8692f366a1a34027bf552700fd897b31a88479edc824aec5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1bd8c1b3f7d98f6a5b001ed40cbddd6bb3a67f22976604ea185bddd28a324aa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-11-14T07:00:47Z",
    "title_canon_sha256": "5b63ee30ce3155b70451c54537f6d536d403fabec8b57be78f45c7d17bcbe1f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.11012",
    "kind": "arxiv",
    "version": 2
  }
}