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Pith Number

pith:XAP436IX

pith:2024:XAP436IXTFEQY3QXK4Z5SS7SE6
not attested not anchored not stored refs pending

Natural language is not enough: Benchmarking multi-modal generative AI for Verilog generation

Cangyuan Li, Haobo Xu, Huawei Li, Kaiyan Chang, Kun Wang, Mengdi Wang, Shengwen Liang, Wenlong Zhu, Ying Wang, Yinhe Han, Yunhao Zhou, Zhirong Chen

arxiv:2407.08473 v1 · 2024-07-11 · cs.AR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XAP436IXTFEQY3QXK4Z5SS7SE6}

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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

Receipt and verification
First computed 2026-07-05T08:42:48.821483Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b81fcdf91799490c6e175733d94bf22784286f66d5d079b9dc7a40760e7037a4

Aliases

arxiv: 2407.08473 · arxiv_version: 2407.08473v1 · doi: 10.48550/arxiv.2407.08473 · pith_short_12: XAP436IXTFEQ · pith_short_16: XAP436IXTFEQY3QX · pith_short_8: XAP436IX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XAP436IXTFEQY3QXK4Z5SS7SE6 \
  | 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: b81fcdf91799490c6e175733d94bf22784286f66d5d079b9dc7a40760e7037a4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "873d907d2b529d3654e24360993ac2bcbb44749901b1509405866531f7ace372",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-07-11T13:10:09Z",
    "title_canon_sha256": "f8cb2d40eb9cbeed1acf4ba92ec44bcc9d636ae45a6b840a41c4c5291bb361e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08473",
    "kind": "arxiv",
    "version": 1
  }
}