Pith Number

pith:HJQ65BA3

pith:2026:HJQ65BA3DHWCMM3WBMKA6XODH6

not attested not anchored not stored refs pending

Prototype Transformer: Towards Language Model Architectures Interpretable by Design

Amine M'Charrak, Bayar Menzat, Chang Qi, Markus Kaltenberger, Matteo Forasassi, Ruizhi Wang, Thomas Lukasiewicz, Tommaso Salvatori, Yordan Yordanov

arxiv:2602.11852 v2 · 2026-02-12 · cs.AI · 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{HJQ65BA3DHWCMM3WBMKA6XODH6}

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

2 papers in Pith

Collapse-Free Prototype Readout Layer for Transformer Encoders

Graph Memory Transformer (GMT)

Receipt and verification

First computed	2026-06-02T03:04:38.694360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a61ee841b19ec2633760b140f5dc33fa30b96bc3e4f6cd57ae584df9717da6f

Aliases

arxiv: 2602.11852 · arxiv_version: 2602.11852v2 · doi: 10.48550/arxiv.2602.11852 · pith_short_12: HJQ65BA3DHWC · pith_short_16: HJQ65BA3DHWCMM3W · pith_short_8: HJQ65BA3

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/HJQ65BA3DHWCMM3WBMKA6XODH6 \
  | 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: 3a61ee841b19ec2633760b140f5dc33fa30b96bc3e4f6cd57ae584df9717da6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "018f934b97abfb28badd56ad4538752237ee786f336c2702ddf7544b6285bad0",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-02-12T11:43:39Z",
    "title_canon_sha256": "99393abdb732b91b4335293c4bcba9fe2cfcc3af710303616d60e6be96f3437f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.11852",
    "kind": "arxiv",
    "version": 2
  }
}