Pith Number

pith:GFBBDDPK

pith:2024:GFBBDDPKWIQEQ2YTMYYQGQNV7V

not attested not anchored not stored refs pending

Learning Code Preference via Synthetic Evolution

Hantian Ding, Jiawei Liu, Mingyue Shang, Thanh Nguyen, Varun Kumar, Xiaopeng Li, Yu Yu, Zijian Wang

arxiv:2410.03837 v2 · 2024-10-04 · 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{GFBBDDPKWIQEQ2YTMYYQGQNV7V}

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

Subjective Code Preferences in Experts and Large Language Models

Receipt and verification

First computed	2026-07-05T09:25:01.879928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3142118deab220486b1366310341b5fd5d8d2670183ec0d29ffa373da6f86d8f

Aliases

arxiv: 2410.03837 · arxiv_version: 2410.03837v2 · doi: 10.48550/arxiv.2410.03837 · pith_short_12: GFBBDDPKWIQE · pith_short_16: GFBBDDPKWIQEQ2YT · pith_short_8: GFBBDDPK

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/GFBBDDPKWIQEQ2YTMYYQGQNV7V \
  | 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: 3142118deab220486b1366310341b5fd5d8d2670183ec0d29ffa373da6f86d8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f6f7400aed080b26a278c32ffd86b5edae5c878a200fdc620c66848da4241f2",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-04T18:05:22Z",
    "title_canon_sha256": "ab0e10aadfe7a11d088cc26a8cee25f1553a7dbfc4906d0250dfb63877f9a9b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.03837",
    "kind": "arxiv",
    "version": 2
  }
}