Pith Number

pith:X2GTUOMR

pith:2024:X2GTUOMRB4V3XVLBZQ2WZIDJOD

not attested not anchored not stored refs pending

Forest-of-Thought: Scaling Test-Time Compute for Enhancing LLM Reasoning

Chuanjian Liu, Kai Han, Yehui Tang, Yunhe Wang, Zhenni Bi

arxiv:2412.09078 v5 · 2024-12-12 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2GTUOMRB4V3XVLBZQ2WZIDJOD}

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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

14 papers in Pith

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

DIRECT: When and Where Should You Allocate Test-Time Compute in Embodied Planners?

Exploiting Verification-Generation Gap: Test-Time Reinforcement Learning with Confidence-Conditioned Verification

KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty

Explicit Reasoning Makes Better Judges: A Systematic Study on Accuracy, Efficiency, and Robustness

Receipt and verification

First computed	2026-07-05T10:42:40.223140Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be8d3a39910f2bbbd561cc356ca06970cc033010c99c3fe70d4b464ee63e9395

Aliases

arxiv: 2412.09078 · arxiv_version: 2412.09078v5 · doi: 10.48550/arxiv.2412.09078 · pith_short_12: X2GTUOMRB4V3 · pith_short_16: X2GTUOMRB4V3XVLB · pith_short_8: X2GTUOMR

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/X2GTUOMRB4V3XVLBZQ2WZIDJOD \
  | 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: be8d3a39910f2bbbd561cc356ca06970cc033010c99c3fe70d4b464ee63e9395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fb6f767ad37f5089aedea9413f40372bbf6b4a6b90081fdc9303c40ca2f5291",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-12T09:01:18Z",
    "title_canon_sha256": "2a329de9e06605f41117a357fa7aee648c0d60db04e22547b5b8aa12fb55891f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09078",
    "kind": "arxiv",
    "version": 5
  }
}