Pith Number

pith:IANF3QSI

pith:2025:IANF3QSIJFVRY6DZ6EBB5XNRSR

not attested not anchored not stored refs pending

Drop Dropout on Single-Epoch Language Model Pretraining

Christopher D. Manning, Houjun Liu, John Bauer

arxiv:2505.24788 v1 · 2025-05-30 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IANF3QSIJFVRY6DZ6EBB5XNRSR}

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

Language models recognize dropout and Gaussian noise applied to their activations

Receipt and verification

First computed	2026-07-05T11:12:56.706157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

401a5dc248496b1c7879f1021eddb194491a2813cc15c75d3f2365732bc2a40c

Aliases

arxiv: 2505.24788 · arxiv_version: 2505.24788v1 · doi: 10.48550/arxiv.2505.24788 · pith_short_12: IANF3QSIJFVR · pith_short_16: IANF3QSIJFVRY6DZ · pith_short_8: IANF3QSI

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/IANF3QSIJFVRY6DZ6EBB5XNRSR \
  | 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: 401a5dc248496b1c7879f1021eddb194491a2813cc15c75d3f2365732bc2a40c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03fd3e35f8b0ade1e55ca4bfa748f81349c5461fd91ed71a354704c00483a8df",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-30T16:48:38Z",
    "title_canon_sha256": "37978a0e07d4b637bd7cc622d71bbc650e5b1463cf4aa0af6f5351d1aebfcd20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24788",
    "kind": "arxiv",
    "version": 1
  }
}