Pith Number

pith:CQ5BEX5V

pith:2025:CQ5BEX5V4NLRB3XKK4M2OV47VR

not attested not anchored not stored refs pending

The Climb Carves Wisdom Deeper Than the Summit: On the Noisy Rewards in Learning to Reason

Ang Lv, Rui Yan, Ruobing Xie, Xingwu Sun, Zhanhui Kang

arxiv:2505.22653 v1 · 2025-05-28 · 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{CQ5BEX5V4NLRB3XKK4M2OV47VR}

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

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

Trust Region On-Policy Distillation

Experience Sharing in Mutual Reinforcement Learning for Heterogeneous Language Models

Delay, Plateau, or Collapse: Evaluating the Impact of Systematic Verification Error on RLVR

Receipt and verification

First computed	2026-07-05T11:11:28.464675Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

143a125fb5e35710eeea5719a7579fac4fc8bb2f3b5fd1a799802e50cf42e3dd

Aliases

arxiv: 2505.22653 · arxiv_version: 2505.22653v1 · doi: 10.48550/arxiv.2505.22653 · pith_short_12: CQ5BEX5V4NLR · pith_short_16: CQ5BEX5V4NLRB3XK · pith_short_8: CQ5BEX5V

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/CQ5BEX5V4NLRB3XKK4M2OV47VR \
  | 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: 143a125fb5e35710eeea5719a7579fac4fc8bb2f3b5fd1a799802e50cf42e3dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69b798fffc7b00fd2418675618aa5bd9dbba0e934d2b7347c0572aefb61b7e45",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-28T17:59:03Z",
    "title_canon_sha256": "a38b8656c97931ad1c88b8abf5a587952a0d2f546fa50a71a6e9e5f5f35537de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22653",
    "kind": "arxiv",
    "version": 1
  }
}