Pith Number

pith:65CNKRRN

pith:2025:65CNKRRN44S6BD4HBUGLX4SAE2

not attested not anchored not stored refs pending

You Do Not Fully Utilize Transformer's Representation Capacity

Daniil Gavrilov, Gleb Gerasimov, Nikita Balagansky, Viacheslav Sinii, Yaroslav Aksenov

arxiv:2502.09245 v2 · 2025-02-13 · cs.LG · 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{65CNKRRN44S6BD4HBUGLX4SAE2}

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	2026-07-05T11:10:52.348854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f744d5462de725e08f870d0cbbf24026a10088b98eef7a5c0ecca95257ce3aa4

Aliases

arxiv: 2502.09245 · arxiv_version: 2502.09245v2 · doi: 10.48550/arxiv.2502.09245 · pith_short_12: 65CNKRRN44S6 · pith_short_16: 65CNKRRN44S6BD4H · pith_short_8: 65CNKRRN

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/65CNKRRN44S6BD4HBUGLX4SAE2 \
  | 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: f744d5462de725e08f870d0cbbf24026a10088b98eef7a5c0ecca95257ce3aa4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31a87734f0d2512e3adde44475287d176f30f09e1fb4156d7cefea3546835e6b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-13T12:00:50Z",
    "title_canon_sha256": "2d36588e8bec6ae3aa2010b5b40ee857e23e7848112ab01325ae78de4727c888"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.09245",
    "kind": "arxiv",
    "version": 2
  }
}