Pith Number

pith:6CVPMDE6

pith:2021:6CVPMDE6C6GZXQPQFFGZ3T5B5N

not attested not anchored not stored refs pending

Exploring Transformers in Natural Language Generation: GPT, BERT, and XLNet

Anil Bas, Imke van Heerden, M. Onat Topal

arxiv:2102.08036 v1 · 2021-02-16 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CVPMDE6C6GZXQPQFFGZ3T5B5N}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

DARTH-PUM: A Hybrid Processing-Using-Memory Architecture

Receipt and verification

First computed	2026-07-05T02:15:45.779711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0aaf60c9e178d9bc1f0294d9dcfa1eb450f04a1bf355de462f1f7a622fe76ca

Aliases

arxiv: 2102.08036 · arxiv_version: 2102.08036v1 · doi: 10.48550/arxiv.2102.08036 · pith_short_12: 6CVPMDE6C6GZ · pith_short_16: 6CVPMDE6C6GZXQPQ · pith_short_8: 6CVPMDE6

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/6CVPMDE6C6GZXQPQFFGZ3T5B5N \
  | 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: f0aaf60c9e178d9bc1f0294d9dcfa1eb450f04a1bf355de462f1f7a622fe76ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8b182a3fb8985f6e54872cb50919299d809582c9a110d0e75dcb982f1882c83",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-16T09:18:16Z",
    "title_canon_sha256": "23e3a4590e1749a4c5354f83653f249725c4e126d646e37866cf69b1ab7d873d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.08036",
    "kind": "arxiv",
    "version": 1
  }
}