Pith Number

pith:WL3H4D5E

pith:2024:WL3H4D5ELZAPITRVMTSUAHAK4P

not attested not anchored not stored refs pending

COAST: Enhancing the Code Debugging Ability of LLMs through Communicative Agent Based Data Synthesis

Ge Yu, Hanbin Wang, Minghe Yu, Shuo Wang, Weiqing Yang, Xinze Li, Yu Gu, Yukun Yan, Zhenghao Liu, Zhiyuan Liu

arxiv:2408.05006 v3 · 2024-08-09 · 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{WL3H4D5ELZAPITRVMTSUAHAK4P}

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.

Cited by

1 paper in Pith

Automating Computational Reproducibility in Social Science: Comparing Prompt-Based and Agent-Based Approaches

Receipt and verification

First computed	2026-07-05T10:13:02.416939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2f67e0fa45e40f44e3564e5401c0ae3d985434e1abe14c3785681e19c53c96b

Aliases

arxiv: 2408.05006 · arxiv_version: 2408.05006v3 · doi: 10.48550/arxiv.2408.05006 · pith_short_12: WL3H4D5ELZAP · pith_short_16: WL3H4D5ELZAPITRV · pith_short_8: WL3H4D5E

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/WL3H4D5ELZAPITRVMTSUAHAK4P \
  | 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: b2f67e0fa45e40f44e3564e5401c0ae3d985434e1abe14c3785681e19c53c96b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c57165cc8aa85a205859d68620491d5bb596889847746e32cd920d965728acfa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-09T11:35:44Z",
    "title_canon_sha256": "41b06fe76bb939b910bb0afd73b8a4bab9cf17d2e237d8efffccfeb2f8e5d53c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05006",
    "kind": "arxiv",
    "version": 3
  }
}