Pith Number

pith:R4HL42AJ

pith:2024:R4HL42AJK7Q4XDLSA3B27ENHD2

not attested not anchored not stored refs pending

MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time

Amirreza Kazemi, Boxing Chen, Dong Li, Feng Wen, Jianye Hao, Jikun Kang, Jun Yao, Qianyi Sun, Quan He, Xi Chen, Xin Zhe Li, Xu He

arxiv:2405.16265 v4 · 2024-05-25 · cs.LG

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\usepackage{pith}
\pithnumber{R4HL42AJK7Q4XDLSA3B27ENHD2}

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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

Selective Test-Time Compute Scaling for Click-Through Rate Prediction via Uncertainty-Triggered Feature Path Exploration

Reducing Credit Assignment Variance via Counterfactual Reasoning Paths

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

From System 1 to System 2: A Survey of Reasoning Large Language Models

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Receipt and verification

First computed	2026-07-05T08:37:06.971378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f0ebe680957e1cb8d7206c3af91a71e8d71eba21a4c75558d0c2f8e13032222

Aliases

arxiv: 2405.16265 · arxiv_version: 2405.16265v4 · doi: 10.48550/arxiv.2405.16265 · pith_short_12: R4HL42AJK7Q4 · pith_short_16: R4HL42AJK7Q4XDLS · pith_short_8: R4HL42AJ

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/R4HL42AJK7Q4XDLSA3B27ENHD2 \
  | 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: 8f0ebe680957e1cb8d7206c3af91a71e8d71eba21a4c75558d0c2f8e13032222

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd4fafe37fbc6fb0cebb2d52f4085551aebc317da2c82d4246bc443094b63a16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-25T15:07:33Z",
    "title_canon_sha256": "9ba1768ebbb31a96b1bf79045f2305c2b8025256ecf81fce496c2835140cf834"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16265",
    "kind": "arxiv",
    "version": 4
  }
}