Pith Number

pith:5H4KVUGI

pith:2026:5H4KVUGIPKVAJVT32AXALKNIER

not attested not anchored not stored refs pending

Beyond NL2Code: A Structured Survey of Multimodal Code Intelligence

Haibo Qiu, Haoyue Yang, Jian Hu, Jing Huang, Jingyu Xiao, Jinhe Bi, Lei Chen, Lei Jiang, Peng Shi, Qiaosheng Chen, Qiushi Sun, Shuai Fu, Siqi Yang, Xianzhen Luo, Xuanle Zhao, Xuexin Liu, Yufeng Zhong, Zhenlin Wei, Zhixiong Zeng

arxiv:2606.15932 v2 · 2026-06-14 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5H4KVUGIPKVAJVT32AXALKNIER}

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	2026-06-19T16:10:40.090971Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9f8aad0c87aaa04d67bd02e05a9a8244cd57b316f12f1e34698df46bb8038f3

Aliases

arxiv: 2606.15932 · arxiv_version: 2606.15932v2 · doi: 10.48550/arxiv.2606.15932 · pith_short_12: 5H4KVUGIPKVA · pith_short_16: 5H4KVUGIPKVAJVT3 · pith_short_8: 5H4KVUGI

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/5H4KVUGIPKVAJVT32AXALKNIER \
  | 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: e9f8aad0c87aaa04d67bd02e05a9a8244cd57b316f12f1e34698df46bb8038f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33261d82316a73cd99309782b62630cb6560dfbabbfe9ff23e5a3ae226757008",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-14T17:21:43Z",
    "title_canon_sha256": "ea667057c001ff9b5b44c8f1a866b5c9567882fb73fff0585dd0cd176171ddbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.15932",
    "kind": "arxiv",
    "version": 2
  }
}