Pith Number

pith:2TKXRBF5

pith:2024:2TKXRBF5JHENZM6QEFSSTXREEB

not attested not anchored not stored refs pending

Thinking Before Running! Efficient Code Generation with Thorough Exploration and Optimal Refinement

Flood Sung, Rui Yan, Shuo Shang, Xiaoqing Zhang, Xiuying Chen, Yuhan Liu

arxiv:2502.17442 v2 · 2024-12-30 · 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{2TKXRBF5JHENZM6QEFSSTXREEB}

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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

You Don't Need Public Tests to Generate Correct Code

Receipt and verification

First computed	2026-07-05T11:10:05.488094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4d57884bd49c8dcb3d0216529de242048b9f7d2fc35db1ac58044042e4afe7c

Aliases

arxiv: 2502.17442 · arxiv_version: 2502.17442v2 · doi: 10.48550/arxiv.2502.17442 · pith_short_12: 2TKXRBF5JHEN · pith_short_16: 2TKXRBF5JHENZM6Q · pith_short_8: 2TKXRBF5

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/2TKXRBF5JHENZM6QEFSSTXREEB \
  | 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: d4d57884bd49c8dcb3d0216529de242048b9f7d2fc35db1ac58044042e4afe7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47f6ee55089d3a0a0518a9f7c97ded947100a86ff64377ba8df3fc83df22b82b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-30T07:02:15Z",
    "title_canon_sha256": "6c243e5bc073f34c665fcf5c2bc088312dc57c2d0040a98836071e279bab35cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.17442",
    "kind": "arxiv",
    "version": 2
  }
}