Pith Number

pith:RLRBOJWT

pith:2025:RLRBOJWTDRWPBMJUB4ELATTG3D

not attested not anchored not stored refs pending

Enhancing High-Quality Code Generation in Large Language Models with Comparative Prefix-Tuning

Christoph Treude, Liang Lu, Shan Huang, Tiantian Wang, Xiaohong Su, Yuan Jiang, Yujian Zhang

arxiv:2503.09020 v2 · 2025-03-12 · 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{RLRBOJWTDRWPBMJUB4ELATTG3D}

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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

MetaLint: Easy-to-Hard Generalization for Code Linting

Receipt and verification

First computed	2026-07-05T10:34:17.472746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ae21726d31c6cf0b1340f08b04e66d8f91435405d5cb1694f1c04848aa5c321

Aliases

arxiv: 2503.09020 · arxiv_version: 2503.09020v2 · doi: 10.48550/arxiv.2503.09020 · pith_short_12: RLRBOJWTDRWP · pith_short_16: RLRBOJWTDRWPBMJU · pith_short_8: RLRBOJWT

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/RLRBOJWTDRWPBMJUB4ELATTG3D \
  | 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: 8ae21726d31c6cf0b1340f08b04e66d8f91435405d5cb1694f1c04848aa5c321

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d74f2ab0475ba767d2297d0428e3cb91cad3e922e78cc771f95a8fbe3fe3c1bc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-12T03:15:46Z",
    "title_canon_sha256": "9c6e69f20527103dccda587b81c356320d749e79fab11813475fc94249071fef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09020",
    "kind": "arxiv",
    "version": 2
  }
}