Pith Number

pith:ZSFYLQOI

pith:2025:ZSFYLQOILFUTHFJFVEGYGU4VZR

not attested not anchored not stored refs pending

Don't Tell the Answer, Truly Guide the Reasoning During RL Rollouts

Fei Yu, Jiaqing Liang, Jinyi Han, Shuguang Ma, Sihang Jiang, Tingyun Li, Xinyi Wang, Yanghua Xiao, Zhaoqian Dai, Zishang Jiang

arxiv:2510.09388 v2 · 2025-10-10 · cs.LG · 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{ZSFYLQOILFUTHFJFVEGYGU4VZR}

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

LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance

No More Stale Feedback: Co-Evolving Critics for Open-World Agent Learning

Receipt and verification

First computed	2026-06-23T03:13:48.760162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc8b85c1c85969339525a90d835395cc65f96f2aab8b8da3019493543750d964

Aliases

arxiv: 2510.09388 · arxiv_version: 2510.09388v2 · doi: 10.48550/arxiv.2510.09388 · pith_short_12: ZSFYLQOILFUT · pith_short_16: ZSFYLQOILFUTHFJF · pith_short_8: ZSFYLQOI

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/ZSFYLQOILFUTHFJFVEGYGU4VZR \
  | 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: cc8b85c1c85969339525a90d835395cc65f96f2aab8b8da3019493543750d964

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89ce6afef238b5e229562f5d2d9582bbcc40503ffc95dcaa5c2d7eb9e8c8049f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-10T13:42:03Z",
    "title_canon_sha256": "9f116cc3a3143bc658494489c52c83daa1287a95f18e88a59a578227458a91c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.09388",
    "kind": "arxiv",
    "version": 2
  }
}