Pith Number

pith:66R6IVCC

pith:2025:66R6IVCCSKXHQD3DCPQPRJOGZB

not attested not anchored not stored refs pending

Learning to Plan & Reason for Evaluation with Thinking-LLM-as-a-Judge

Jason Weston, Marjan Ghazvininejad, Swarnadeep Saha, Tianlu Wang, Xian Li

arxiv:2501.18099 v2 · 2025-01-30 · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{66R6IVCCSKXHQD3DCPQPRJOGZB}

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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

9 papers in Pith

Plan First, Judge Later, Run Better: A DMAIC-Inspired Agentic System for Industrial Anomaly Detection

A Survey of Scaling in Large Language Model Reasoning

LLMs, You Can Evaluate It! Design of Multi-perspective Report Evaluation for Security Operation Centers

Primal Generation, Dual Judgment: Self-Training from Test-Time Scaling

Receipt and verification

First computed	2026-07-05T11:33:19.574722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7a3e4544292ae780f6313e0f8a5c6c86aea49dd4af56c1d2fefd53c1de51983

Aliases

arxiv: 2501.18099 · arxiv_version: 2501.18099v2 · doi: 10.48550/arxiv.2501.18099 · pith_short_12: 66R6IVCCSKXH · pith_short_16: 66R6IVCCSKXHQD3D · pith_short_8: 66R6IVCC

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/66R6IVCCSKXHQD3DCPQPRJOGZB \
  | 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: f7a3e4544292ae780f6313e0f8a5c6c86aea49dd4af56c1d2fefd53c1de51983

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02e9031e7176471ccfea5f3edb489c5f4d8c379e7cb60ba66fa28bc445ddd23e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-30T02:21:59Z",
    "title_canon_sha256": "19d2ab198c68c19253ce68f2e4781be1f8a7b92a927f5de9d5da6bf503773c75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18099",
    "kind": "arxiv",
    "version": 2
  }
}