Pith Number

pith:DF4CVIN3

pith:2025:DF4CVIN37Y7QQTQC4DGPPFDZKK

not attested not anchored not stored refs pending

Enhancing LLM Code Generation: A Systematic Evaluation of Multi-Agent Collaboration and Runtime Debugging for Improved Accuracy, Reliability, and Latency

Mohammed Mediani, Nazmus Ashrafi, Salah Bouktif

arxiv:2505.02133 v1 · 2025-05-04 · cs.SE

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\usepackage{pith}
\pithnumber{DF4CVIN37Y7QQTQC4DGPPFDZKK}

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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

4 papers in Pith

How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Systems: A Paired Study on HumanEval

The Infinite Mutation Engine? Measuring Polymorphism in LLM-Generated Offensive Code

Cascaded Code Editing: Large-Small Model Collaboration for Effective and Efficient Code Editing

The Infinite Mutation Engine? Measuring Polymorphism in LLM-Generated Offensive Code

Receipt and verification

First computed	2026-07-05T10:58:32.515458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19782aa1bbfe3f084e02e0ccf7947952bcd2ce3a9427528a3ef5f8f3c663d469

Aliases

arxiv: 2505.02133 · arxiv_version: 2505.02133v1 · doi: 10.48550/arxiv.2505.02133 · pith_short_12: DF4CVIN37Y7Q · pith_short_16: DF4CVIN37Y7QQTQC · pith_short_8: DF4CVIN3

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/DF4CVIN37Y7QQTQC4DGPPFDZKK \
  | 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: 19782aa1bbfe3f084e02e0ccf7947952bcd2ce3a9427528a3ef5f8f3c663d469

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "795b061953ae3814a9951097d9323c91bea8073fc0a95324da73c0ad22295c0c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-04T14:44:27Z",
    "title_canon_sha256": "67ccada352b3b9606b7092838adbfb2bdad8406f10d355a2f7e406c0080a94c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02133",
    "kind": "arxiv",
    "version": 1
  }
}