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Pith Number

pith:KGHAPZOV

pith:2025:KGHAPZOVII743HQUOAYOIAZMUW
not attested not anchored not stored refs pending

Bag of Tricks for Inference-time Computation of LLM Reasoning

Fan Liu, Hao Liu, Naiqiang Tan, Wenshuo Chao

arxiv:2502.07191 v4 · 2025-02-11 · 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{KGHAPZOVII743HQUOAYOIAZMUW}

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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

5 papers in Pith

LENS: Multi-level Evaluation of Multimodal Reasoning with Large Language Models
Efficient Black-Box Fault Localization for System-Level Test Code Using Large Language Models
Explicit Reasoning Makes Better Judges: A Systematic Study on Accuracy, Efficiency, and Robustness
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
Receipt and verification
First computed 2026-07-05T10:15:26.105055Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

518e07e5d5423fcd9e147030e4032ca5a41c63bbb25e208921a8b8334a2484b1

Aliases

arxiv: 2502.07191 · arxiv_version: 2502.07191v4 · doi: 10.48550/arxiv.2502.07191 · pith_short_12: KGHAPZOVII74 · pith_short_16: KGHAPZOVII743HQU · pith_short_8: KGHAPZOV
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/KGHAPZOVII743HQUOAYOIAZMUW \
  | 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: 518e07e5d5423fcd9e147030e4032ca5a41c63bbb25e208921a8b8334a2484b1
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "31f1b1e60f483273d207cc360fccfb4490320bb7959abf17315c587896f7a2a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-11T02:31:11Z",
    "title_canon_sha256": "bfd4daa773bb404e2ba077f622482d341494eb5e966625f3a292cb4b419123a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07191",
    "kind": "arxiv",
    "version": 4
  }
}