Pith Number

pith:GTYZLGW6

pith:2025:GTYZLGW6BXCIL53K4TD3TXQ24K

not attested not anchored not stored refs pending

A Survey on Feedback-based Multi-step Reasoning for Large Language Models on Mathematics

Haowei Liu, Ting-Ruen Wei, Xuyang Wu, Yi Fang

arxiv:2502.14333 v1 · 2025-02-20 · cs.CL · 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{GTYZLGW6BXCIL53K4TD3TXQ24K}

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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

2 papers in Pith

A Survey of Scaling in Large Language Model Reasoning

SeLaR: Selective Latent Reasoning in Large Language Models

Receipt and verification

First computed	2026-07-05T10:17:24.608083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34f1959ade0dc485f76ae4c7b9de1ae29e775aeb5ee07efe3ecb83d1a2a81a69

Aliases

arxiv: 2502.14333 · arxiv_version: 2502.14333v1 · doi: 10.48550/arxiv.2502.14333 · pith_short_12: GTYZLGW6BXCI · pith_short_16: GTYZLGW6BXCIL53K · pith_short_8: GTYZLGW6

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/GTYZLGW6BXCIL53K4TD3TXQ24K \
  | 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: 34f1959ade0dc485f76ae4c7b9de1ae29e775aeb5ee07efe3ecb83d1a2a81a69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2e353805427aaa9af8290bb90a6c82c36589c1a73018927917c1d4d2211435e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T07:31:00Z",
    "title_canon_sha256": "5a4a974e3df6144e8d8f5eeb9ae163b99f583fb610bece39c5c239140bbb9356"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14333",
    "kind": "arxiv",
    "version": 1
  }
}