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Pith Number

pith:UIOQDH66

pith:2021:UIOQDH66T3D26DYB72IDU6WKRO
not attested not anchored not stored refs pending

Empirical Analysis of Training Strategies of Transformer-based Japanese Chit-chat Systems

Hideharu Nakajima, Hiroaki Sugiyama, Hiromi Narimatsu, Masahiro Mizukami, Toyomi Meguro, Tsunehiro Arimoto, Yuya Chiba

arxiv:2109.05217 v1 · 2021-09-11 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{UIOQDH66T3D26DYB72IDU6WKRO}

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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 2026-07-05T03:13:36.463086Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a21d019fde9ec7af0f01fe903a7aca8bbdd419f55dcc5f638f89cd96c323d001

Aliases

arxiv: 2109.05217 · arxiv_version: 2109.05217v1 · doi: 10.48550/arxiv.2109.05217 · pith_short_12: UIOQDH66T3D2 · pith_short_16: UIOQDH66T3D26DYB · pith_short_8: UIOQDH66
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UIOQDH66T3D26DYB72IDU6WKRO \
  | 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: a21d019fde9ec7af0f01fe903a7aca8bbdd419f55dcc5f638f89cd96c323d001
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b0b30c2fb95caf8295aeab938c26899cdf4250cf990abc2426605c62556b50b4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-11T08:24:23Z",
    "title_canon_sha256": "22223f3e0485de364b0c68c5becf968c597bf483b693262342b1134e2dd006ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.05217",
    "kind": "arxiv",
    "version": 1
  }
}