Pith Number

pith:YOCS3DQB

pith:2019:YOCS3DQBUQARVUPQJ52ONG5OH2

not attested not anchored not stored refs pending

BERT and PALs: Projected Attention Layers for Efficient Adaptation in Multi-Task Learning

Asa Cooper Stickland, Iain Murray

arxiv:1902.02671 v2 · 2019-02-07 · cs.LG · cs.CL · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOCS3DQBUQARVUPQJ52ONG5OH2}

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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

2 papers in Pith

To Tune or Not To Tune? How About the Best of Both Worlds?

GeoStack: A Framework for Quasi-Abelian Knowledge Composition in VLMs

Receipt and verification

First computed	2026-05-17T23:46:09.143162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3852d8e01a4011ad1f04f74e69bae3e95da80c91153dbb8a16f9394c13549e8

Aliases

arxiv: 1902.02671 · arxiv_version: 1902.02671v2 · doi: 10.48550/arxiv.1902.02671 · pith_short_12: YOCS3DQBUQAR · pith_short_16: YOCS3DQBUQARVUPQ · pith_short_8: YOCS3DQB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YOCS3DQBUQARVUPQJ52ONG5OH2 \
  | 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: c3852d8e01a4011ad1f04f74e69bae3e95da80c91153dbb8a16f9394c13549e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76238d49e74e22ef19059509d285c919958d65dfd7aa0b48a75495adff4d9e93",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-07T15:05:46Z",
    "title_canon_sha256": "031d8b2406613113338fa98f8a665aae25d08f1a4c4583f5fa949e670e83a9b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.02671",
    "kind": "arxiv",
    "version": 2
  }
}