Pith Number

pith:S7LPI3BP

pith:2024:S7LPI3BPFWAY6XPT7PLMMEZXHO

not attested not anchored not stored refs pending

Improving LLM Reasoning through Scaling Inference Computation with Collaborative Verification

Semih Yavuz, Tong Niu, Xiangliang Zhang, Ye Liu, Yingbo Zhou, Zhenwen Liang

arxiv:2410.05318 v1 · 2024-10-05 · cs.LG · 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{S7LPI3BPFWAY6XPT7PLMMEZXHO}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

From Test-taking to Cognitive Scaffolding: A Pedagogical Diagnostic Benchmark for LLMs on English Standardized Tests

U-Define: Designing User Workflows for Hard and Soft Constraints in LLM-Based Planning

Receipt and verification

First computed	2026-07-05T09:17:17.292592Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97d6f46c2f2d818f5df3fbd6c613373b98c49cd2630d79ff8740762f36251745

Aliases

arxiv: 2410.05318 · arxiv_version: 2410.05318v1 · doi: 10.48550/arxiv.2410.05318 · pith_short_12: S7LPI3BPFWAY · pith_short_16: S7LPI3BPFWAY6XPT · pith_short_8: S7LPI3BP

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/S7LPI3BPFWAY6XPT7PLMMEZXHO \
  | 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: 97d6f46c2f2d818f5df3fbd6c613373b98c49cd2630d79ff8740762f36251745

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53f1462fe5ebbc3ba0ab3a80d188d9c00f743cf949a7fe42dfdbeca0c9055824",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-05T05:21:48Z",
    "title_canon_sha256": "527668bc3d49aa8fc6fa595b9c1259e3619d42a6e2a4bbe873fa646cef2b7dd4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05318",
    "kind": "arxiv",
    "version": 1
  }
}