Pith Number

pith:25BV3Y7H

pith:2026:25BV3Y7HBUEAM5F5LMZWKMI7OE

not attested not anchored not stored refs pending

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

Amr Sharaf, Arijit Biswas, Hongzhou Lin, Mingyi Hong, Mohammad Ghavamzadeh, Ruida Zhou, Xinyan Zhao, Yuanxin Liu, Zhaoran Wang

arxiv:2606.18910 v1 · 2026-06-17 · 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{25BV3Y7HBUEAM5F5LMZWKMI7OE}

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	2026-06-19T16:11:51.642043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7435de3e70d080674bd5b3365311f711ec971562209f3b1bf67b2ff63e90582

Aliases

arxiv: 2606.18910 · arxiv_version: 2606.18910v1 · doi: 10.48550/arxiv.2606.18910 · pith_short_12: 25BV3Y7HBUEA · pith_short_16: 25BV3Y7HBUEAM5F5 · pith_short_8: 25BV3Y7H

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/25BV3Y7HBUEAM5F5LMZWKMI7OE \
  | 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: d7435de3e70d080674bd5b3365311f711ec971562209f3b1bf67b2ff63e90582

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3958ef7841f0a1bcc8a403a4ceef910881b72d946523c6ceb4639e996742bd2e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-17T10:37:23Z",
    "title_canon_sha256": "b94b726dbf335a9fd466d550e38a69aacb1d0b631f21bb878a9a75e3f3bf0077"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.18910",
    "kind": "arxiv",
    "version": 1
  }
}