Pith Number

pith:S66F4IKT

pith:2025:S66F4IKTIZFG73S2VMJTV3UUIU

not attested not anchored not stored refs pending

Insights from Verification: Training a Verilog Generation LLM with Reinforcement Learning with Testbench Feedback

Bingkun Yao, Jie Zhou, Nan Guan, Ning Wang, Xi Wang, Yuchen Hu, Zhe Jiang

arxiv:2504.15804 v1 · 2025-04-22 · 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{S66F4IKTIZFG73S2VMJTV3UUIU}

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.

Receipt and verification

First computed	2026-07-05T10:52:30.249643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97bc5e2153464a6fee5aab133aee94452e6e3e2cda030b4306cee11ef88f8799

Aliases

arxiv: 2504.15804 · arxiv_version: 2504.15804v1 · doi: 10.48550/arxiv.2504.15804 · pith_short_12: S66F4IKTIZFG · pith_short_16: S66F4IKTIZFG73S2 · pith_short_8: S66F4IKT

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/S66F4IKTIZFG73S2VMJTV3UUIU \
  | 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: 97bc5e2153464a6fee5aab133aee94452e6e3e2cda030b4306cee11ef88f8799

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e8580a9baa86c7b074236e3328f3304efaa216f90aef8be3f638526115f305f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2025-04-22T11:38:14Z",
    "title_canon_sha256": "295eb93af70fe2836130374513012822cdfa519277165386d4edb4803b2f2f38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15804",
    "kind": "arxiv",
    "version": 1
  }
}