Pith Number

pith:RV2Q3CBO

pith:2022:RV2Q3CBOVTG2VB74TZNPZVQ4KP

not attested not anchored not stored refs pending

Benchmarking Large Language Models for Automated Verilog RTL Code Generation

Baleegh Ahmad, Benjamin Tan, Brendan Dolan-Gavitt, Hammond Pearce, Ramesh Karri, Shailja Thakur, Siddharth Garg, Zhenxing Fan

arxiv:2212.11140 v1 · 2022-12-13 · cs.PL · cs.LG · 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{RV2Q3CBOVTG2VB74TZNPZVQ4KP}

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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

3 papers in Pith

RefEvo: Agentic Design with Co-Evolutionary Verification for Agile Reference Model Generation

HarmChip: Evaluating Hardware Security Centric LLM Safety via Jailbreak Benchmarking

Configuration Over Selection: Hyperparameter Sensitivity Exceeds Model Differences in Open-Source LLMs for RTL Generation

Receipt and verification

First computed	2026-07-05T05:27:27.769154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d750d882eaccdaa87fc9e5afcd61c53d4f6fa4c1e972ea8e98c3f5a6feeae76

Aliases

arxiv: 2212.11140 · arxiv_version: 2212.11140v1 · doi: 10.48550/arxiv.2212.11140 · pith_short_12: RV2Q3CBOVTG2 · pith_short_16: RV2Q3CBOVTG2VB74 · pith_short_8: RV2Q3CBO

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/RV2Q3CBOVTG2VB74TZNPZVQ4KP \
  | 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: 8d750d882eaccdaa87fc9e5afcd61c53d4f6fa4c1e972ea8e98c3f5a6feeae76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f20193fa0b3aa11e55e04c3379ce479464394c989303f7eb533754d1110a521f",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PL",
    "submitted_at": "2022-12-13T16:34:39Z",
    "title_canon_sha256": "81ff19b14cdd9c85f6de77f281b467be9c47195b8f27e46ed420bbb1f95299e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.11140",
    "kind": "arxiv",
    "version": 1
  }
}