Pith Number

pith:MRQJSW6F

pith:2025:MRQJSW6F4WX632M6PV4K5CHKCG

not attested not anchored not stored refs pending

Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning

Yong Liu, Yun Liao, Zeyu Gan

arxiv:2501.15602 v3 · 2025-01-26 · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MRQJSW6F4WX632M6PV4K5CHKCG}

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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

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Test-Time Scaling in Multimodal Foundation Models: A Comprehensive Survey of Generation and Reasoning

SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning

Latent Reward Steering: An Adaptive Inference-Time Framework that Implicitly Promotes Cognitive Behaviors in Reasoning LLMs

When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions

Receipt and verification

First computed	2026-07-05T11:24:13.220618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6460995bc5e5afede99e7d78ae88ea11985e40e8c3fdb625d89afc145d967c9b

Aliases

arxiv: 2501.15602 · arxiv_version: 2501.15602v3 · doi: 10.48550/arxiv.2501.15602 · pith_short_12: MRQJSW6F4WX6 · pith_short_16: MRQJSW6F4WX632M6 · pith_short_8: MRQJSW6F

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/MRQJSW6F4WX632M6PV4K5CHKCG \
  | 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: 6460995bc5e5afede99e7d78ae88ea11985e40e8c3fdb625d89afc145d967c9b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbfad3a2647814514d93e42263adbd40d281ab95dbe86db667098efe6e960c41",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-26T17:05:16Z",
    "title_canon_sha256": "f709daf9eee7dc39281d7bfc207529c998fedc19683ee51cfff714860f9d6d4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15602",
    "kind": "arxiv",
    "version": 3
  }
}