Pith. sign in
Pith Number

pith:LVMGYHWQ

pith:2025:LVMGYHWQLORHDW7WTPRR235QEW
not attested not anchored not stored refs pending

FastMCTS: A Simple Sampling Strategy for Data Synthesis

Kai Lv, Linyang Li, Peiji Li, Qipeng Guo, Xiaoqing Zheng, Xipeng Qiu, Yichuan Ma, Yunfan Shao

arxiv:2502.11476 v2 · 2025-02-17 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{LVMGYHWQLORHDW7WTPRR235QEW}

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

4 papers in Pith

N-GRPO: Embedding-Level Neighbor Mixing for Enhanced Policy Optimization
InternBootcamp Technical Report: Boosting LLM Reasoning with Verifiable Task Scaling
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 2026-07-05T11:39:48.457648Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5d586c1ed05ba271dbf69be31d6fb025b04959577424b057f097aee5ce368883

Aliases

arxiv: 2502.11476 · arxiv_version: 2502.11476v2 · doi: 10.48550/arxiv.2502.11476 · pith_short_12: LVMGYHWQLORH · pith_short_16: LVMGYHWQLORHDW7W · pith_short_8: LVMGYHWQ
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/LVMGYHWQLORHDW7WTPRR235QEW \
  | 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: 5d586c1ed05ba271dbf69be31d6fb025b04959577424b057f097aee5ce368883
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "d4386cdc3f58094b2b84abce75e06370b66724bd9c0366048a27b50854654379",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T06:27:57Z",
    "title_canon_sha256": "790b949edb00ffcf7237b1a8ee7f84403c246367190dc732391c147fad343497"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11476",
    "kind": "arxiv",
    "version": 2
  }
}