Pith Number

pith:FNEZ2XGC

pith:2024:FNEZ2XGCTXCJVZKOOTEINTLEHN

not attested not anchored not stored refs pending

Transformer-based Causal Language Models Perform Clustering

Lav R. Varshney, Xinbo Wu

arxiv:2402.12151 v2 · 2024-02-19 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNEZ2XGCTXCJVZKOOTEINTLEHN}

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

Physics- and geometry-aware spatio-spectral graph neural operator for time-independent and time-dependent PDEs

Receipt and verification

First computed	2026-07-05T07:51:39.386868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b499d5cc29dc49ae54e74c886cd643b4f2e26e65aabd09b38e1646bbf79ea48

Aliases

arxiv: 2402.12151 · arxiv_version: 2402.12151v2 · doi: 10.48550/arxiv.2402.12151 · pith_short_12: FNEZ2XGCTXCJ · pith_short_16: FNEZ2XGCTXCJVZKO · pith_short_8: FNEZ2XGC

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/FNEZ2XGCTXCJVZKOOTEINTLEHN \
  | 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: 2b499d5cc29dc49ae54e74c886cd643b4f2e26e65aabd09b38e1646bbf79ea48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd2b1cab980a58bf79c224f04358bca633709368c518a3fb57567539d87692f2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-19T14:02:31Z",
    "title_canon_sha256": "cfa059b6d09cffd324a54a5edfabaac79cfca5235b3031520248c5b62188102b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12151",
    "kind": "arxiv",
    "version": 2
  }
}