Pith Number

pith:YHAWLF2Z

pith:2025:YHAWLF2ZTN34WMMTJGW6PVFDGG

not attested not anchored not stored refs pending

Paying Attention to Facts: Quantifying the Knowledge Capacity of Attention Layers

Liang Ze Wong

arxiv:2502.05076 v1 · 2025-02-07 · 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{YHAWLF2ZTN34WMMTJGW6PVFDGG}

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	2026-07-05T10:11:02.818543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1c16597599b77cb319349ade7d4a331b44d2ef516a68c1a3e13e25057813016

Aliases

arxiv: 2502.05076 · arxiv_version: 2502.05076v1 · doi: 10.48550/arxiv.2502.05076 · pith_short_12: YHAWLF2ZTN34 · pith_short_16: YHAWLF2ZTN34WMMT · pith_short_8: YHAWLF2Z

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/YHAWLF2ZTN34WMMTJGW6PVFDGG \
  | 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: c1c16597599b77cb319349ade7d4a331b44d2ef516a68c1a3e13e25057813016

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c2df1aa0087f2839f9788b11192c07fe60d8a7975295c07ab4e7253a0e4d7bc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T16:50:27Z",
    "title_canon_sha256": "89d44b34cf849f1b7bd86e07e5a217b5a380db64a9fdd2deee9239097df1b027"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05076",
    "kind": "arxiv",
    "version": 1
  }
}