Pith Number

pith:RYPRJUQ7

pith:2024:RYPRJUQ7ST3BHM3BJMJ6KQWQA4

not attested not anchored not stored refs pending

A Survey of Neural Code Intelligence: Paradigms, Advances and Beyond

Chang Ma, Chengcheng Han, Fangzhi Xu, Fei Yuan, Jianing Wang, Kanzhi Cheng, Lingpeng Kong, Pengcheng Yin, Qipeng Guo, Qiushi Sun, Renyu Zhu, Shuai Yuan, Xiang Li, Xiaoli Li, Xipeng Qiu, Zhangyue Yin, Zhirui Chen, Zhiyong Wu

arxiv:2403.14734 v5 · 2024-03-21 · cs.SE · cs.AI · cs.CL · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RYPRJUQ7ST3BHM3BJMJ6KQWQA4}

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

4 papers in Pith

Efficient Black-Box Fault Localization for System-Level Test Code Using Large Language Models

How to Fine-Tune a Reasoning Model? A Teacher-Student Cooperation Framework to Synthesize Student-Consistent SFT Data

OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

The Moltbook Files: A Harmless Slopocalypse or Humanity's Last Experiment

Receipt and verification

First computed	2026-07-05T10:05:09.713409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e1f14d21f94f613b3614b13e542d0072321d79a2c74580a4397e3377e8d976e

Aliases

arxiv: 2403.14734 · arxiv_version: 2403.14734v5 · doi: 10.48550/arxiv.2403.14734 · pith_short_12: RYPRJUQ7ST3B · pith_short_16: RYPRJUQ7ST3BHM3B · pith_short_8: RYPRJUQ7

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/RYPRJUQ7ST3BHM3BJMJ6KQWQA4 \
  | 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: 8e1f14d21f94f613b3614b13e542d0072321d79a2c74580a4397e3377e8d976e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5da3d0d077050d059ac916911dd291626424c3fd5d3afe672a4aa8a6031f593",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-21T08:54:56Z",
    "title_canon_sha256": "3263f04699e55e7a0306057a5782507bd3eec31db7c766f07cb1b2a3344327ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14734",
    "kind": "arxiv",
    "version": 5
  }
}