Pith Number

pith:W2LOI73K

pith:2024:W2LOI73KFFKUKBOC45DI65VPQF

not attested not anchored not stored refs pending

LLM2: Let Large Language Models Harness System 2 Reasoning

Bo Shui, Cheng Yang, Chufan Shi, Siheng Li, Wai Lam, Yujiu Yang

arxiv:2412.20372 v2 · 2024-12-29 · 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{W2LOI73KFFKUKBOC45DI65VPQF}

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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

Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges

Receipt and verification

First computed	2026-07-05T10:21:27.752421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b696e47f6a29554505c2e7468f76af8141b13475058b0b2ffaea9c2385cbf5aa

Aliases

arxiv: 2412.20372 · arxiv_version: 2412.20372v2 · doi: 10.48550/arxiv.2412.20372 · pith_short_12: W2LOI73KFFKU · pith_short_16: W2LOI73KFFKUKBOC · pith_short_8: W2LOI73K

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/W2LOI73KFFKUKBOC45DI65VPQF \
  | 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: b696e47f6a29554505c2e7468f76af8141b13475058b0b2ffaea9c2385cbf5aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6930707fdd05d73413d5a1f6d2ad7bed1dd5f40ca557598359d5c00c8f92c80b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-29T06:32:36Z",
    "title_canon_sha256": "706c3fdda43197d82c8315546434f4414a49c9faa371cbb5811050098ccc19ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20372",
    "kind": "arxiv",
    "version": 2
  }
}