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Pith Number

pith:XLCWAVGP

pith:2024:XLCWAVGPRRLKYO34FUCBMFG4YV
not attested not anchored not stored refs pending

Optimizing News Text Classification with Bi-LSTM and Attention Mechanism for Efficient Data Processing

Bingyao Liu, Jiajing Chen, Jianjun Wei, Junming Huang, Rui Wang, Yuanshuai Luo

arxiv:2409.15576 v1 · 2024-09-23 · cs.CL · cs.IR

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\usepackage{pith}
\pithnumber{XLCWAVGPRRLKYO34FUCBMFG4YV}

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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

1 paper in Pith

Receipt and verification
First computed 2026-07-05T09:10:56.869071Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bac56054cf8c56ac3b7c2d041614dcc5455842794c47c500628bc83e92a62540

Aliases

arxiv: 2409.15576 · arxiv_version: 2409.15576v1 · doi: 10.48550/arxiv.2409.15576 · pith_short_12: XLCWAVGPRRLK · pith_short_16: XLCWAVGPRRLKYO34 · pith_short_8: XLCWAVGP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XLCWAVGPRRLKYO34FUCBMFG4YV \
  | 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: bac56054cf8c56ac3b7c2d041614dcc5455842794c47c500628bc83e92a62540
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f80aa58c89cf9c2faa3f9e9938cbe3d1c399078b85c56d6d78b44662c4dec0dc",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-23T22:23:08Z",
    "title_canon_sha256": "0ea8916406d8d7e05112a77bcb279f411bff6e879139b21c488b7f74cf86259b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15576",
    "kind": "arxiv",
    "version": 1
  }
}