Pith. sign in
Pith Number

pith:S666ZHDR

pith:2026:S666ZHDROL2PCUZZRXC2C6JSY7
not attested not anchored not stored refs pending

Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

Dmitry Beresnev, Ivan Oseledets, Petr Anokhin, Roman Khalikov, Vladimir Makharev

arxiv:2607.07492 v1 · 2026-07-08 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{S666ZHDROL2PCUZZRXC2C6JSY7}

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 2026-07-09T01:20:27.062407Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

97bdec9c7172f4f153398dc5a17932c7fdb63cb9bd5841316be43bce22724e11

Aliases

arxiv: 2607.07492 · arxiv_version: 2607.07492v1 · doi: 10.48550/arxiv.2607.07492 · pith_short_12: S666ZHDROL2P · pith_short_16: S666ZHDROL2PCUZZ · pith_short_8: S666ZHDR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/S666ZHDROL2PCUZZRXC2C6JSY7 \
  | 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: 97bdec9c7172f4f153398dc5a17932c7fdb63cb9bd5841316be43bce22724e11
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "00e3e3cd4e60393e7dae6ec417ef2cdedb50fff4465d57adfbcebcf8c48d0dd6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-08T14:53:55Z",
    "title_canon_sha256": "2bd798559f56e1bbda8158c82effb0b222603bad8376efccc0296ce14368e702"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.07492",
    "kind": "arxiv",
    "version": 1
  }
}