Pith Number

pith:U5TNRL3U

pith:2025:U5TNRL3UN4WVMP7TXU4X4FTOYI

not attested not anchored not stored refs pending

Zero Token-Driven Deep Thinking in LLMs: Unlocking the Full Potential of Existing Parameters via Cyclic Refinement

Chun Yuan, Guanghao Li, Li Shen, Ming Tang, Wenhao Jiang

arxiv:2502.12214 v1 · 2025-02-17 · 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{U5TNRL3UN4WVMP7TXU4X4FTOYI}

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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.

Cited by

1 paper in Pith

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers

Receipt and verification

First computed	2026-07-05T10:15:52.071937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a766d8af746f2d563ff3bd397e166ec21794deeb434c9c2f7c850c88822d3c11

Aliases

arxiv: 2502.12214 · arxiv_version: 2502.12214v1 · doi: 10.48550/arxiv.2502.12214 · pith_short_12: U5TNRL3UN4WV · pith_short_16: U5TNRL3UN4WVMP7T · pith_short_8: U5TNRL3U

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/U5TNRL3UN4WVMP7TXU4X4FTOYI \
  | 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: a766d8af746f2d563ff3bd397e166ec21794deeb434c9c2f7c850c88822d3c11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f078ea8971d374f085f64ccf87ebccb76c19cfd209ede38c42365cc33302159e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T04:37:22Z",
    "title_canon_sha256": "6ea6b4ff50f82600667e7a2bfcb93fe397e60234fa35d987abf05ddf343126a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12214",
    "kind": "arxiv",
    "version": 1
  }
}