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Pith Number

pith:KPNIUMAJ

pith:2021:KPNIUMAJE5A7SPADV4YDSHX4Q4
not attested not anchored not stored refs pending

Learning Bounded Context-Free-Grammar via LSTM and the Transformer:Difference and Explanations

Hui Shi, Jishen Zhao, Sicun Gao, Xinyun Chen, Yuandong Tian

arxiv:2112.09174 v2 · 2021-12-16 · cs.CL

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\usepackage{pith}
\pithnumber{KPNIUMAJE5A7SPADV4YDSHX4Q4}

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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 2026-07-05T04:07:43.123126Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

53da8a30092741f93c03af30391efc8735dda9a2424333e0369343f75306b9ce

Aliases

arxiv: 2112.09174 · arxiv_version: 2112.09174v2 · doi: 10.48550/arxiv.2112.09174 · pith_short_12: KPNIUMAJE5A7 · pith_short_16: KPNIUMAJE5A7SPAD · pith_short_8: KPNIUMAJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KPNIUMAJE5A7SPADV4YDSHX4Q4 \
  | 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: 53da8a30092741f93c03af30391efc8735dda9a2424333e0369343f75306b9ce
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2a5c41fe2916b5bcf2ed48a115e67a343717c20c682eb309e3d0f1d662234806",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-16T19:56:44Z",
    "title_canon_sha256": "c5f1d54080651e1e29d04f966719fc80e22d44815a293049358b4de4bd552de4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09174",
    "kind": "arxiv",
    "version": 2
  }
}