Pith. sign in
Pith Number

pith:Z44HTRTH

pith:2023:Z44HTRTHRXTIALRAYNOMMD6HIO
not attested not anchored not stored refs pending

The Distributional Hypothesis Does Not Fully Explain the Benefits of Masked Language Model Pretraining

Dani Yogatama, Ting-Rui Chiang

arxiv:2310.16261 v1 · 2023-10-25 · cs.CL

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\usepackage{pith}
\pithnumber{Z44HTRTHRXTIALRAYNOMMD6HIO}

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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 2026-07-05T07:04:54.638496Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf3879c6678de6802e20c35cc60fc743ad975a846ff5a56b8464ef34f168cf30

Aliases

arxiv: 2310.16261 · arxiv_version: 2310.16261v1 · doi: 10.48550/arxiv.2310.16261 · pith_short_12: Z44HTRTHRXTI · pith_short_16: Z44HTRTHRXTIALRA · pith_short_8: Z44HTRTH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z44HTRTHRXTIALRAYNOMMD6HIO \
  | 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: cf3879c6678de6802e20c35cc60fc743ad975a846ff5a56b8464ef34f168cf30
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9c4fe2af4df5fb16dfd2ac9cf135d08d51eed82699271bef9942fa107753055b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-25T00:31:29Z",
    "title_canon_sha256": "af03f45da3dfa3426e831abdfdb6e8beab4db5c8ae6c4cd1c50dfbedc4e74dff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16261",
    "kind": "arxiv",
    "version": 1
  }
}