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Pith Number

pith:FFM3ZM7T

pith:2023:FFM3ZM7T4RF2BLTO32IOREOKIX
not attested not anchored not stored refs pending

How does the task complexity of masked pretraining objectives affect downstream performance?

Atsuki Yamaguchi, Gaku Morio, Hiroaki Ozaki, Terufumi Morishita, Yasuhiro Sogawa

arxiv:2305.10992 v1 · 2023-05-18 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{FFM3ZM7T4RF2BLTO32IOREOKIX}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:11:29.137632Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2959bcb3f3e44ba0ae6ede90e891ca45e6967f5a70b90dc648ca18dfaea9156c

Aliases

arxiv: 2305.10992 · arxiv_version: 2305.10992v1 · doi: 10.48550/arxiv.2305.10992 · pith_short_12: FFM3ZM7T4RF2 · pith_short_16: FFM3ZM7T4RF2BLTO · pith_short_8: FFM3ZM7T
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FFM3ZM7T4RF2BLTO32IOREOKIX \
  | 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: 2959bcb3f3e44ba0ae6ede90e891ca45e6967f5a70b90dc648ca18dfaea9156c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "de0c59e3459a464755b222eacceb3624a1c25c48772fd5e907d3a3e69216a1dc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-18T14:11:57Z",
    "title_canon_sha256": "348c655a0d20c730b5672acacdbeac49ace749a5ec7dec63ae80b8a841cbaad8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.10992",
    "kind": "arxiv",
    "version": 1
  }
}