Pith Number

pith:ZFQOCODP

pith:2025:ZFQOCODP2E3GK6YVM52Z7TRXSZ

not attested not anchored not stored refs pending

Refine Thought: A Test-Time Inference Method for Embedding Model Reasoning

Guangzhi Wang, Kai Li, Yinghao Jiao, Zhi Liu

arxiv:2511.13726 v2 · 2025-10-14 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFQOCODP2E3GK6YVM52Z7TRXSZ}

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

A Survey of Reasoning-Intensive Retrieval: Progress and Challenges

Receipt and verification

First computed	2026-07-09T00:19:36.245869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c960e1386fd136657b1567759fce3796667246bdd4c69ef8275384c45a8fb964

Aliases

arxiv: 2511.13726 · arxiv_version: 2511.13726v2 · doi: 10.48550/arxiv.2511.13726 · pith_short_12: ZFQOCODP2E3G · pith_short_16: ZFQOCODP2E3GK6YV · pith_short_8: ZFQOCODP

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/ZFQOCODP2E3GK6YVM52Z7TRXSZ \
  | 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: c960e1386fd136657b1567759fce3796667246bdd4c69ef8275384c45a8fb964

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaea59df57e9773c5bb78e39bf133da200991a9d9ba1a3d6a3a5c3c4b6616f95",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-10-14T09:35:27Z",
    "title_canon_sha256": "ed3d11cd44f08eb5ebdd6da6c4dc7f9f7b0922cf6d5c7e6492b49b14bd3cd8ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.13726",
    "kind": "arxiv",
    "version": 2
  }
}