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Pith
Pith Number

pith:PE5PPVPM

pith:2025:PE5PPVPMOQ6WE66TUID4AFEOA5
not attested not anchored not stored refs pending

Chain-of-Descriptions: Improving Code LLMs for VHDL Code Generation and Summarization

Ali Elzein, Apoorva Nitsure, Arvind Haran, Charles Mackin, Dan Coops, David Beymer, Ehsan Degan, Luyao Shi, Prashanth Vijayaraghavan, Stefano Ambrogio, Tyler Baldwin, Viresh Paruthi

arxiv:2507.12308 v1 · 2025-07-16 · cs.CL · cs.AI · cs.AR

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\usepackage{pith}
\pithnumber{PE5PPVPMOQ6WE66TUID4AFEOA5}

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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.
Receipt and verification
First computed 2026-07-05T11:38:18.177691Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

793af7d5ec743d627bd3a207c0148e077b5187cdb9e2b1a64337b705cc9f7241

Aliases

arxiv: 2507.12308 · arxiv_version: 2507.12308v1 · doi: 10.48550/arxiv.2507.12308 · pith_short_12: PE5PPVPMOQ6W · pith_short_16: PE5PPVPMOQ6WE66T · pith_short_8: PE5PPVPM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PE5PPVPMOQ6WE66TUID4AFEOA5 \
  | 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: 793af7d5ec743d627bd3a207c0148e077b5187cdb9e2b1a64337b705cc9f7241
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8471126829ad5d4f3b9bb5bd634dc1792c14778a9bf2dd131c672cd9ba19be3f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-16T15:05:30Z",
    "title_canon_sha256": "a1d9a765866e2ee9bae2cd288c2491d5448411d89ffcf4e200e04dcf87b7585c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12308",
    "kind": "arxiv",
    "version": 1
  }
}