Pith Number

pith:A647E6PN

pith:2025:A647E6PNAFPSHBVIBUFW73LKEW

not attested not anchored not stored refs pending

Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search

Chuang Gan, David Cox, Gregory Wornell, Guangtao Zeng, Maohao Shen, Subhro Das, Wei Lu, Zhang-Wei Hong, Zhenfang Chen, Zhenting Qi

arxiv:2502.02508 v3 · 2025-02-04 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{A647E6PNAFPSHBVIBUFW73LKEW}

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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

7 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

On the Generalization Gap in Self-Evolving Language Model Reasoning

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

REFLECTOR: Internalizing Step-wise Reflection against Indirect Jailbreak

STRIDE: Learnable Stepwise Language Feedback for LLM Reasoning

Receipt and verification

First computed	2026-07-05T11:21:41.634351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07b9f279ed015f2386a80d0b6fed6a25bf20bb613c7617d3bd792d864ccdc8c5

Aliases

arxiv: 2502.02508 · arxiv_version: 2502.02508v3 · doi: 10.48550/arxiv.2502.02508 · pith_short_12: A647E6PNAFPS · pith_short_16: A647E6PNAFPSHBVI · pith_short_8: A647E6PN

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/A647E6PNAFPSHBVIBUFW73LKEW \
  | 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: 07b9f279ed015f2386a80d0b6fed6a25bf20bb613c7617d3bd792d864ccdc8c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d901509f11a0d03c895e3fd45331cbe0a6f3aa995f69e1e5fdbba9ea223fb034",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-04T17:26:58Z",
    "title_canon_sha256": "2cd150fe1bb5ede7ce3d51d396ec686ca4c2ffa725653522d881c14014e0c587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02508",
    "kind": "arxiv",
    "version": 3
  }
}