Pith Number

pith:BGY5ZSMY

pith:2026:BGY5ZSMYF46CELCIJ2IX4AE773

not attested not anchored not stored refs pending

Clusters are All You Need: Pre-Training the Tsetlin Machine with Semantic Clusters from Language Models for Interpretability

Jiechao Gao, Jie Wang, Michael Lepech, Rohan Kumar Yadav, Ying Liu, Yuandong Pan, Yuangang Li

arxiv:2606.19815 v1 · 2026-06-18 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BGY5ZSMYF46CELCIJ2IX4AE773}

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.

Receipt and verification

First computed	2026-06-19T16:12:36.020141Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09b1dcc9982f3c222c484e917e009ffedc2c6cbf75bd28c5703ba1c2d37ceb71

Aliases

arxiv: 2606.19815 · arxiv_version: 2606.19815v1 · doi: 10.48550/arxiv.2606.19815 · pith_short_12: BGY5ZSMYF46C · pith_short_16: BGY5ZSMYF46CELCI · pith_short_8: BGY5ZSMY

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/BGY5ZSMYF46CELCIJ2IX4AE773 \
  | 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: 09b1dcc9982f3c222c484e917e009ffedc2c6cbf75bd28c5703ba1c2d37ceb71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06473da3b8bccd30f7518cd52493d4043006c0ef3960bea434b4115246f10908",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-18T05:43:05Z",
    "title_canon_sha256": "7a12763724b1a9d8becec071e75a1147084e37fab00a8a1209456794f2b5d320"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19815",
    "kind": "arxiv",
    "version": 1
  }
}