Pith Number

pith:EJUUNUDY

pith:2025:EJUUNUDY72UMNRSC2U7IGHFL6J

not attested not anchored not stored refs pending

A Free Probabilistic Framework for Analyzing the Transformer-based Language Models

Swagatam Das

arxiv:2506.16550 v3 · 2025-06-19 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EJUUNUDY72UMNRSC2U7IGHFL6J}

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

Zero-Direction Probing: A Linear-Algebraic Framework for Deep Analysis of Large-Language-Model Drift

Receipt and verification

First computed	2026-07-05T11:54:48.527696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

226946d078fea8c6c642d53e831cabf249b2d371c5730acb7165299e0c1d8fa6

Aliases

arxiv: 2506.16550 · arxiv_version: 2506.16550v3 · doi: 10.48550/arxiv.2506.16550 · pith_short_12: EJUUNUDY72UM · pith_short_16: EJUUNUDY72UMNRSC · pith_short_8: EJUUNUDY

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/EJUUNUDY72UMNRSC2U7IGHFL6J \
  | 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: 226946d078fea8c6c642d53e831cabf249b2d371c5730acb7165299e0c1d8fa6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f224f38009a2ef5670daa38ee53df7ed620dec31165e6457a32e232f6e3325f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-19T19:13:02Z",
    "title_canon_sha256": "c783457aaca3269eba45b39e5ac4abe2707e8eed40722c108825438e1bad4b1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16550",
    "kind": "arxiv",
    "version": 3
  }
}