Pith Number

pith:WCNJNCLN

pith:2025:WCNJNCLN4GQ6ADJZLVQESAXF35

not attested not anchored not stored refs pending

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law

Jie Zhou, Junsong Li, Junyi Wang, Liang He, Min Zhang, Qianjun Pan, Qin Chen, Shilian Chen, Wenkai Ji, Yulan Wu, Yuyang Ding

arxiv:2505.02665 v2 · 2025-05-05 · 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{WCNJNCLN4GQ6ADJZLVQESAXF35}

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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

4 papers in Pith

A First-Principles Theory of Slow Thinking and Active Perception

Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective

Receipt and verification

First computed	2026-07-05T11:00:07.733818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b09a96896de1a1e00d395d604902e5df508490c10b04335ce12e8b097aca5d49

Aliases

arxiv: 2505.02665 · arxiv_version: 2505.02665v2 · doi: 10.48550/arxiv.2505.02665 · pith_short_12: WCNJNCLN4GQ6 · pith_short_16: WCNJNCLN4GQ6ADJZ · pith_short_8: WCNJNCLN

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/WCNJNCLN4GQ6ADJZLVQESAXF35 \
  | 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: b09a96896de1a1e00d395d604902e5df508490c10b04335ce12e8b097aca5d49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33ed58885edafeb026c8ba984daf3744cbd131cda2589fab5d17b89c47fccab1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-05T14:14:59Z",
    "title_canon_sha256": "b087610a515f1730048c80dfdf4b757aa24ffbd42ae0abc821d8293b8bebfb76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.02665",
    "kind": "arxiv",
    "version": 2
  }
}