Pith. sign in
Pith Number

pith:3EHKJ4JG

pith:2022:3EHKJ4JGLPXMG3L7JXLGXB2QPP
not attested not anchored not stored refs pending

Generating Examples From CLI Usage: Can Transformers Help?

Colin B. Clement, Neel Sundaresan, Roshanak Zilouchian Moghaddam, Spandan Garg, Yevhen Mohylevskyy

arxiv:2204.12648 v1 · 2022-04-27 · cs.SE · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3EHKJ4JGLPXMG3L7JXLGXB2QPP}

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 2026-07-05T04:18:21.105762Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f

Aliases

arxiv: 2204.12648 · arxiv_version: 2204.12648v1 · doi: 10.48550/arxiv.2204.12648 · pith_short_12: 3EHKJ4JGLPXM · pith_short_16: 3EHKJ4JGLPXMG3L7 · pith_short_8: 3EHKJ4JG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3EHKJ4JGLPXMG3L7JXLGXB2QPP \
  | 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: d90ea4f1265beec36d7f4dd66b87507bdaf7a539fbfab838052ab98de7a3170f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cace41e4a34980ccd395dfe89ebe92084affa1975081544d51df812717e6fd5b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-04-27T01:23:12Z",
    "title_canon_sha256": "edf51389347affc45a38e9329ac859df8802a8f23a486e1f2f11543c16979d3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.12648",
    "kind": "arxiv",
    "version": 1
  }
}