Pith Number

pith:UP3HS5O4

pith:2025:UP3HS5O442GQSREYUBE7RB2P7T

not attested not anchored not stored refs pending

Large Language Model for Verilog Code Generation: Literature Review and the Road Ahead

David Lo, Deyuan Ma, Dong Liang, Guang Yang, Haotian Cheng, Jiahui Feng, Kexin Sun, Peng Hu, Shaohang Peng, Terry Yue Zhuo, Wei Zheng, Xiang Chen, Xiao Wei, Xing Hu, Yiheng Shen, Yukui Yang, Zhenghan Li

arxiv:2512.00020 v3 · 2025-10-29 · cs.AR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UP3HS5O442GQSREYUBE7RB2P7T}

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

RTLScout: Joint Agentic Code and Synthesis Optimization for Efficient Digital Circuits

From Mirage to Grounding: Towards Reliable Multimodal Circuit-to-Verilog Code Generation

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation

VeriGraphi: A Multi-Agent Framework of Hierarchical RTL Generation for Large Hardware Designs

Receipt and verification

First computed	2026-08-20T00:24:52.675353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3f67975dce68d094498a049f8874ffce750bd974c2a2e5be65783235f4880d7

Aliases

arxiv: 2512.00020 · arxiv_version: 2512.00020v3 · doi: 10.48550/arxiv.2512.00020 · pith_short_12: UP3HS5O442GQ · pith_short_16: UP3HS5O442GQSREY · pith_short_8: UP3HS5O4

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/UP3HS5O442GQSREYUBE7RB2P7T \
  | 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: a3f67975dce68d094498a049f8874ffce750bd974c2a2e5be65783235f4880d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80013251c2fc460c1a3bec590a310a75da9843175a234c606abe095b059c1c6e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-10-29T04:14:43Z",
    "title_canon_sha256": "ab83a74028d41888a4e5623dd706dcf5263adec19929c9debe6c6c32ca786201"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.00020",
    "kind": "arxiv",
    "version": 3
  }
}