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Pith Number

pith:JC22NM42

pith:2022:JC22NM42OSCP2AB57LDLDIO2OS
not attested not anchored not stored refs pending

On the Usability of Transformers-based models for a French Question-Answering task

Christophe Servan, Oralie Cattan, Sophie Rosset

arxiv:2207.09150 v1 · 2022-07-19 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{JC22NM42OSCP2AB57LDLDIO2OS}

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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 2026-07-05T04:41:17.657641Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

48b5a6b39a7484fd003dfac6b1a1da748062636e8988355b3b91b9b4b7c58484

Aliases

arxiv: 2207.09150 · arxiv_version: 2207.09150v1 · doi: 10.48550/arxiv.2207.09150 · pith_short_12: JC22NM42OSCP · pith_short_16: JC22NM42OSCP2AB5 · pith_short_8: JC22NM42
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JC22NM42OSCP2AB57LDLDIO2OS \
  | 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: 48b5a6b39a7484fd003dfac6b1a1da748062636e8988355b3b91b9b4b7c58484
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bea055502f6858591d580ce8c44f7d012390c02c4de2af21ffc2097873610542",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-07-19T09:46:15Z",
    "title_canon_sha256": "dc78500058bacc350750a7d29b87ddf0a6443b9ee60b8d51235b3be3ef423133"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09150",
    "kind": "arxiv",
    "version": 1
  }
}