Pith Number

pith:SM2WWDC5

pith:2024:SM2WWDC5XDBNQ2ZOEUQRPBUZJP

not attested not anchored not stored refs pending

WarriorCoder: Learning from Expert Battles to Augment Code Large Language Models

Can Xu, Dongmei Zhang, Fangkai Yang, Huawen Feng, Lu Wang, Pu Zhao, Qianli Ma, Qingfeng Sun, Qingwei Lin, Qi Zhang, Saravan Rajmohan

arxiv:2412.17395 v3 · 2024-12-23 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SM2WWDC5XDBNQ2ZOEUQRPBUZJP}

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	2026-07-05T10:15:48.145708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93356b0c5db8c2d86b2e25211786994be43919395193de0e52bf0aadd77ae31d

Aliases

arxiv: 2412.17395 · arxiv_version: 2412.17395v3 · doi: 10.48550/arxiv.2412.17395 · pith_short_12: SM2WWDC5XDBN · pith_short_16: SM2WWDC5XDBNQ2ZO · pith_short_8: SM2WWDC5

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/SM2WWDC5XDBNQ2ZOEUQRPBUZJP \
  | 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: 93356b0c5db8c2d86b2e25211786994be43919395193de0e52bf0aadd77ae31d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "20108d9539e0ae7446861cae7530ee2b007e8b1736979e13687d6329dd47d64d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-23T08:47:42Z",
    "title_canon_sha256": "e7ad4ad3e2cf8d7e2146560e19dceecdee7c940594107bda7bc7c62e35c2391f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17395",
    "kind": "arxiv",
    "version": 3
  }
}