Pith Number

pith:DZMQVBSM

pith:2024:DZMQVBSMOUGJWMDHQYZSOILOG5

not attested not anchored not stored refs pending

Unseen Horizons: Unveiling the Real Capability of LLM Code Generation Beyond the Familiar

Chaopeng Luo, Chong Wang, Jie Song, Ke Liu, Rulin Xu, Shanshan Li, Si Zheng, Xiangbing Huang, Xiangke Liao, Yifan Xie, Yitong Liu, Yuanliang Zhang, Zhizheng Zheng, Zhouyang Jia

arxiv:2412.08109 v2 · 2024-12-11 · 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{DZMQVBSMOUGJWMDHQYZSOILOG5}

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

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

Receipt and verification

First computed	2026-07-05T10:01:18.305784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e590a864c750c9b3067863327216e37545e15ebf5ca5dbdfcb12efccf1126ac

Aliases

arxiv: 2412.08109 · arxiv_version: 2412.08109v2 · doi: 10.48550/arxiv.2412.08109 · pith_short_12: DZMQVBSMOUGJ · pith_short_16: DZMQVBSMOUGJWMDH · pith_short_8: DZMQVBSM

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/DZMQVBSMOUGJWMDHQYZSOILOG5 \
  | 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: 1e590a864c750c9b3067863327216e37545e15ebf5ca5dbdfcb12efccf1126ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00e056fd46cdf7c12e05175eeb5693d31aa2bc40ba852ec2c1ee3573c2dc4c51",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-11T05:31:39Z",
    "title_canon_sha256": "3cc1bf6b7225c5e99144f8576d4420d19021cd4227afe0b7a2a2c45b46848419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08109",
    "kind": "arxiv",
    "version": 2
  }
}