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Pith Number

pith:BE23THTY

pith:2021:BE23THTYRUMG4BJAEHYBFBRO44
not attested not anchored not stored refs pending

Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks

James Henderson, Mostafa Dehghani, Rabeeh Karimi Mahabadi, Sebastian Ruder

arxiv:2106.04489 v1 · 2021-06-08 · cs.CL

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\usepackage{pith}
\pithnumber{BE23THTYRUMG4BJAEHYBFBRO44}

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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

5 papers in Pith

Receipt and verification
First computed 2026-07-05T02:47:15.881187Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0935b99e788d186e052021f012862ee7205b091235853aa34948feef0fb96196

Aliases

arxiv: 2106.04489 · arxiv_version: 2106.04489v1 · doi: 10.48550/arxiv.2106.04489 · pith_short_12: BE23THTYRUMG · pith_short_16: BE23THTYRUMG4BJA · pith_short_8: BE23THTY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BE23THTYRUMG4BJAEHYBFBRO44 \
  | 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: 0935b99e788d186e052021f012862ee7205b091235853aa34948feef0fb96196
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "25e7b0b5b23e3e31e9c9b5a548d6f70e127983ff0cea6b65d9aad3076803fe35",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-08T16:16:40Z",
    "title_canon_sha256": "963b2179b294f12b253aee8fee7e3a9e01438fc64197c323f4148aa4c09524c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.04489",
    "kind": "arxiv",
    "version": 1
  }
}