Pith Number

pith:PVWR3YO4

pith:2025:PVWR3YO4CP3PQRDH2QAIG3VMFX

not attested not anchored not stored refs pending

GiFT: Gibbs Fine-Tuning for Code Generation

Haochen Li, Wanjin Feng, Xin Zhou, Zhiqi Shen

arxiv:2502.11466 v2 · 2025-02-17 · cs.LG · cs.CL · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PVWR3YO4CP3PQRDH2QAIG3VMFX}

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	2026-07-05T11:06:28.319092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d6d1de1dc13f6f84467d400836eac2dd01374328bd9d7fee3863e6c4c483627

Aliases

arxiv: 2502.11466 · arxiv_version: 2502.11466v2 · doi: 10.48550/arxiv.2502.11466 · pith_short_12: PVWR3YO4CP3P · pith_short_16: PVWR3YO4CP3PQRDH · pith_short_8: PVWR3YO4

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/PVWR3YO4CP3PQRDH2QAIG3VMFX \
  | 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: 7d6d1de1dc13f6f84467d400836eac2dd01374328bd9d7fee3863e6c4c483627

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bf643d7052fcce69ba2e9b813d62fc144df492a7d81da8384f29f3c902ac012",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T05:52:44Z",
    "title_canon_sha256": "52f9a9ae497e30cc7130b923503e5a6f393da681e31da33c4267f93628be866b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11466",
    "kind": "arxiv",
    "version": 2
  }
}