Pith Number

pith:4YORXJVV

pith:2024:4YORXJVVL7HMQV7AZFKUCI6PRF

not attested not anchored not stored refs pending

FullStack Bench: Evaluating LLMs as Full Stack Coders

Aoyan Li, Bo Li, Bowen Li, Boyi Liu, Bytedance-Seed-Foundation-Code-Team: Yao Cheng, Chenguang Xi, Guanghan Ning, Guoyin Wang, He Zhu, Hongxia Yang, Jack Yang, Jiahao Su, Jiaheng Liu, Jianbo Yuan, Jianfeng Chen, Jie Chen, Jingjing Xu, Jing Mai, Jing Su, Jinxiang Xia, Jun Zhang, Kaibo Liu, Kai Shen, Liang Xiang, Li Chen, Linyi Li, Liyu Chen, Ming Zhu, Qi Liu, Rui Long, Shen Zheng, Shijie Geng, Shikun Xu, Shukai Liu, Shulin Xin, Siwei Wang, Siyao Liu, Tao Sun, Tianyi Liu, Tingkai Liu, Wentao Chen, Xia Xiao, Xuwu Wang, Yifan Sun, Yingxiang Yang, Yite Wang, Yongfei Liu, Yongsheng Xiao, Yufeng Zhang, Yunzhe Tao, Yuyu Zhang, Zhengyu Chen, Zihan Wang, Z.Y. Peng

arxiv:2412.00535 v6 · 2024-11-30 · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4YORXJVVL7HMQV7AZFKUCI6PRF}

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

12 papers in Pith

Ling and Ring 2.6 Technical Report: Efficient and Instant Agentic Intelligence at Trillion-Parameter Scale

MONA: Muon Optimizer with Nesterov Acceleration for Scalable Language Model Training

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

Spreadsheet-RL: Advancing Large Language Model Agents on Realistic Spreadsheet Tasks via Reinforcement Learning

SCALER:Synthetic Scalable Adaptive Learning Environment for Reasoning

Receipt and verification

First computed	2026-07-05T11:01:29.408757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e61d1ba6b55fcec857e0c9554123cf894d4d0ceb4f5260b8a5dd829161390abf

Aliases

arxiv: 2412.00535 · arxiv_version: 2412.00535v6 · doi: 10.48550/arxiv.2412.00535 · pith_short_12: 4YORXJVVL7HM · pith_short_16: 4YORXJVVL7HMQV7A · pith_short_8: 4YORXJVV

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/4YORXJVVL7HMQV7AZFKUCI6PRF \
  | 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: e61d1ba6b55fcec857e0c9554123cf894d4d0ceb4f5260b8a5dd829161390abf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b40167f7ecd7eb6eb0bcc8dc3e71beb15cced401ce336ddc01b5fc48fdfff02",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-30T16:58:42Z",
    "title_canon_sha256": "d68523fab2381f50788ff8896270a03f1c992e8c17f0cb40cf60a93295c36bf3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00535",
    "kind": "arxiv",
    "version": 6
  }
}