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Pith Number

pith:G4NEFW45

pith:2016:G4NEFW45IKWAPNQLHJ2RYCMTPN
not attested not anchored not stored refs pending

Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation

Ge Li, Lili Mou, Ran Jia, Yangyang Lu, Yan Xu, Yunchuan Chen, Zhi Jin

arxiv:1601.03651 v2 · 2016-01-14 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{G4NEFW45IKWAPNQLHJ2RYCMTPN}

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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 2026-05-18T01:02:28.856362Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

371a42db9d42ac07b60b3a751c09937b7233c9c6dee245de86f8babf63652698

Aliases

arxiv: 1601.03651 · arxiv_version: 1601.03651v2 · doi: 10.48550/arxiv.1601.03651 · pith_short_12: G4NEFW45IKWA · pith_short_16: G4NEFW45IKWAPNQL · pith_short_8: G4NEFW45
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G4NEFW45IKWAPNQLHJ2RYCMTPN \
  | 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: 371a42db9d42ac07b60b3a751c09937b7233c9c6dee245de86f8babf63652698
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "90e4e0f16243c0fa224b1549ba87591a93b63465447f51ff01092884ba563a28",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-01-14T16:30:41Z",
    "title_canon_sha256": "d315906fc34e38d0b61f6aa157b4ae58cec2591bb6f65e037656fa18c5856384"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1601.03651",
    "kind": "arxiv",
    "version": 2
  }
}