Pith Number

pith:6H7OZ3XC

pith:2025:6H7OZ3XCU7RRK3BQG4C26RO773

not attested not anchored not stored refs pending

ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization

Chunyi Peng, Furong Peng, Ge Yu, Qi Shi, Shuo Wang, Xinze Li, Yifan Ji, Yukun Yan, Zhenghao Liu, Zhensheng Jin

arxiv:2506.10822 v1 · 2025-06-12 · 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{6H7OZ3XCU7RRK3BQG4C26RO773}

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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

1 paper in Pith

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards

Receipt and verification

First computed	2026-07-05T11:20:31.201900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1feeceee2a7e3156c303705af45dffee438527e1372c7dffdf59c2f73b70213

Aliases

arxiv: 2506.10822 · arxiv_version: 2506.10822v1 · doi: 10.48550/arxiv.2506.10822 · pith_short_12: 6H7OZ3XCU7RR · pith_short_16: 6H7OZ3XCU7RRK3BQ · pith_short_8: 6H7OZ3XC

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/6H7OZ3XCU7RRK3BQG4C26RO773 \
  | 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: f1feeceee2a7e3156c303705af45dffee438527e1372c7dffdf59c2f73b70213

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fd0c78c3603d0d65e127aa71ef5f8978921cfd9806a96322cf384f937f1c0e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-12T15:43:01Z",
    "title_canon_sha256": "2424b58344ae69e8c667a2ab028def3649c1dc8507fcd717dae36c665cc8882a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10822",
    "kind": "arxiv",
    "version": 1
  }
}