Pith Number

pith:CO7ETHFG

pith:2025:CO7ETHFGFZO3RCP3I572FG5NYV

not attested not anchored not stored refs pending

Training Language Models to Generate Quality Code with Program Analysis Feedback

Feng Yao, Haohui Mai, Jianfeng Gao, Jingbo Shang, Junxia Cui, Liyuan Liu, Li Zhong, Vish Krishnan, Xiaohan Fu, Zilong Wang

arxiv:2505.22704 v1 · 2025-05-28 · cs.CL · 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{CO7ETHFGFZO3RCP3I572FG5NYV}

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

2 papers in Pith

MetaLint: Easy-to-Hard Generalization for Code Linting

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T11:11:48.978030Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13be499ca62e5db889fb477fa29badc5766e65283ac5c9657053a69f16ce5ec8

Aliases

arxiv: 2505.22704 · arxiv_version: 2505.22704v1 · doi: 10.48550/arxiv.2505.22704 · pith_short_12: CO7ETHFGFZO3 · pith_short_16: CO7ETHFGFZO3RCP3 · pith_short_8: CO7ETHFG

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/CO7ETHFGFZO3RCP3I572FG5NYV \
  | 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: 13be499ca62e5db889fb477fa29badc5766e65283ac5c9657053a69f16ce5ec8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb869b4669026202a9d0865b72f67ec1207d0ea13a43c0a38ca28cff0ba4a416",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T17:57:47Z",
    "title_canon_sha256": "c534654d2d3a5ac9dde493be7e8c4be6ca7cbe6c56a43eb567bcf81ff531d9e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22704",
    "kind": "arxiv",
    "version": 1
  }
}