Pith Number

pith:4T44NEEV

pith:2024:4T44NEEV3KXOSUZJDHZHQB22KK

not attested not anchored not stored refs pending

Data is all you need: Finetuning LLMs for Chip Design via an Automated design-data augmentation framework

Cangyuan Li, Dantong Jin, Hao Yan, Huawei Li, Kaiyan Chang, Kun Wang, Mengdi Wang, Nan Yang, Shengwen Liang, Wenlong Zhu, Xiaowei Li, Ying Wang, Yinhe Han, Yiqi Liu, Yuan Cheng, Yudong Pan, Yunhao Zhou, Zhirong Chen, Zhuoliang Zhao

arxiv:2403.11202 v2 · 2024-03-17 · cs.AR · cs.AI · 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{4T44NEEV3KXOSUZJDHZHQB22KK}

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

RealBench: Benchmarking Verilog Generation Models with Real-World IP Designs

Receipt and verification

First computed	2026-07-05T08:42:02.871256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4f9c69095daaee9532919f278075a52a7c76f5cb5fe12a29cccb19cd98b5f83

Aliases

arxiv: 2403.11202 · arxiv_version: 2403.11202v2 · doi: 10.48550/arxiv.2403.11202 · pith_short_12: 4T44NEEV3KXO · pith_short_16: 4T44NEEV3KXOSUZJ · pith_short_8: 4T44NEEV

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/4T44NEEV3KXOSUZJDHZHQB22KK \
  | 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: e4f9c69095daaee9532919f278075a52a7c76f5cb5fe12a29cccb19cd98b5f83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6becbc8fd4a467fc218d4671384db05a2311d6b2dcf2c18ead17ba193b191b50",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-03-17T13:01:03Z",
    "title_canon_sha256": "613d19ab524cf9d369c7ffa40ad74006f98eceac6a45b53808b6a239cf8bf67e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.11202",
    "kind": "arxiv",
    "version": 2
  }
}