Pith Number

pith:HSUSPBZO

pith:2025:HSUSPBZO46VZOP3HE6ZZKOFOB2

not attested not anchored not stored refs pending

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning

Boyi Liu, Han Zhong, Hongyi Guo, Liwei Wang, Mingyi Hong, Shenao Zhang, Sirui Zheng, Xiaojun Xu, Yifei Zuo, Yuanxin Liu, Yutong Yin, Zhaoran Wang, Zhihan Liu

arxiv:2501.18858 v2 · 2025-01-31 · cs.LG · cs.AI · 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{HSUSPBZO46VZOP3HE6ZZKOFOB2}

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

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning

Bringing Value Models Back: Generative Critics for Value Modeling in LLM Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:17:40.237496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ca927872ee7ab973f6727b39538ae0ea1a2a80cda35ed7f250dce420d1be4f9

Aliases

arxiv: 2501.18858 · arxiv_version: 2501.18858v2 · doi: 10.48550/arxiv.2501.18858 · pith_short_12: HSUSPBZO46VZ · pith_short_16: HSUSPBZO46VZOP3H · pith_short_8: HSUSPBZO

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/HSUSPBZO46VZOP3HE6ZZKOFOB2 \
  | 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: 3ca927872ee7ab973f6727b39538ae0ea1a2a80cda35ed7f250dce420d1be4f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e81f54d9643f98d1e0ec56c1f2ed99fd741a5746420ec53a53df8f55c92d1a4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T02:39:07Z",
    "title_canon_sha256": "d298b3d64bc99e418df50814754b0b8ba4340a0cce2d611ef71a5324152d1fe3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.18858",
    "kind": "arxiv",
    "version": 2
  }
}