Pith Number

pith:WBWPR55M

pith:2025:WBWPR55ME7O3N3XQBFAEO7X3VO

not attested not anchored not stored refs pending

Enhancing LLM-Based Code Generation with Complexity Metrics: A Feedback-Driven Approach

Hadi Hemmati, Hamed Taherkhani, Melika Sepidband, Song Wang

arxiv:2505.23953 v1 · 2025-05-29 · 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{WBWPR55ME7O3N3XQBFAEO7X3VO}

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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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T11:12:38.976631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b06cf8f7ac27ddb6eef00940477efbabb3497d67e6dcd5c0f16751e3b04526d0

Aliases

arxiv: 2505.23953 · arxiv_version: 2505.23953v1 · doi: 10.48550/arxiv.2505.23953 · pith_short_12: WBWPR55ME7O3 · pith_short_16: WBWPR55ME7O3N3XQ · pith_short_8: WBWPR55M

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/WBWPR55ME7O3N3XQBFAEO7X3VO \
  | 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: b06cf8f7ac27ddb6eef00940477efbabb3497d67e6dcd5c0f16751e3b04526d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb0c4f5d5e45fe23ea04ddda3ee46955f484ad7272ef666c82c80e7e0caf115e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-05-29T19:06:14Z",
    "title_canon_sha256": "9b930770ce71e348ed02ea8a887b8f4594a02bb0479722fd06a9649dbe4eb0be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23953",
    "kind": "arxiv",
    "version": 1
  }
}