Pith. sign in
Pith Number

pith:UN4EWNYV

pith:2026:UN4EWNYV2JJWOG7D4YW7ALLN6I
not attested not anchored not stored refs pending

Refining Over Resampling: Test-Time Self-Correction for LLM Reasoning

Ahsan Bilal, Ali Subhan, Dean F. Hougen, Lena Trigg, Muhammad Ahmed Mohsin, Muhammad Ali, Muhammad Umer

arxiv:2608.05643 v1 · 2026-08-06 · cs.AI · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UN4EWNYV2JJWOG7D4YW7ALLN6I}

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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 2026-08-07T00:52:16.590445Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a3784b3715d253671be3e62df02d6df22e0f5a42160eff7d446dec96c6b212fa

Aliases

arxiv: 2608.05643 · arxiv_version: 2608.05643v1 · doi: 10.48550/arxiv.2608.05643 · pith_short_12: UN4EWNYV2JJW · pith_short_16: UN4EWNYV2JJWOG7D · pith_short_8: UN4EWNYV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UN4EWNYV2JJWOG7D4YW7ALLN6I \
  | 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: a3784b3715d253671be3e62df02d6df22e0f5a42160eff7d446dec96c6b212fa
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "30caed25ae85c9459205d64cb2753eb90d011e9711e3a2b6345bb0a47849479f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-08-06T06:38:37Z",
    "title_canon_sha256": "0ae4baa4532bb0fcce186423b722f9b0ee12729179c84fafa062b69d3e5755f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.05643",
    "kind": "arxiv",
    "version": 1
  }
}