Pith Number

pith:S6UKXG3U

pith:2021:S6UKXG3ULNIVK4ANPJXMQ7LOD4

not attested not anchored not stored refs pending

AMMUS : A Survey of Transformer-based Pretrained Models in Natural Language Processing

Ajit Rajasekharan, Katikapalli Subramanyam Kalyan, Sivanesan Sangeetha

arxiv:2108.05542 v2 · 2021-08-12 · cs.CL

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\usepackage{pith}
\pithnumber{S6UKXG3ULNIVK4ANPJXMQ7LOD4}

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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

3 papers in Pith

A Simple but Efficient Transformer-Based Physics-Informed Neural Network for Incompressible Navier--Stokes Equations

Human-Centered Supervision for Sentiment Analysis in Telugu: A Systematic Inquiry Beyond Accuracy

A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Receipt and verification

First computed	2026-07-05T03:09:31.479492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97a8ab9b745b5155700d7a6ec87d6e1f0933a91bdbdc542806b4abd484bd7315

Aliases

arxiv: 2108.05542 · arxiv_version: 2108.05542v2 · doi: 10.48550/arxiv.2108.05542 · pith_short_12: S6UKXG3ULNIV · pith_short_16: S6UKXG3ULNIVK4AN · pith_short_8: S6UKXG3U

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/S6UKXG3ULNIVK4ANPJXMQ7LOD4 \
  | 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: 97a8ab9b745b5155700d7a6ec87d6e1f0933a91bdbdc542806b4abd484bd7315

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9753283f78833f5d77340278ce96c14efc84d40db50ba8a383b2be37a1d7d501",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-08-12T05:32:18Z",
    "title_canon_sha256": "6a28ed20e8440eb0595a6659bc39876b4edeeaa0abec4306ee41d87593ecbbc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.05542",
    "kind": "arxiv",
    "version": 2
  }
}