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Pith Number

pith:JAQ7W3LZ

pith:2025:JAQ7W3LZEE7GFQFKG2SO2LY5J3
not attested not anchored not stored refs pending

Walk Before You Run! Concise LLM Reasoning via Reinforcement Learning

Mao Zheng, Mingyang Song

arxiv:2505.21178 v1 · 2025-05-27 · cs.CL

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\usepackage{pith}
\pithnumber{JAQ7W3LZEE7GFQFKG2SO2LY5J3}

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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

6 papers in Pith

Beyond Penalizing Mistakes: Stabilizing Efficiency Training in Large Reasoning Models via Adaptive Correct-Only Rewards
Token-Operations-Oriented Inference Optimization Techniques for Large Models
Taming the Thinker: Conditional Entropy Shaping for Adaptive LLM Reasoning
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 2026-07-05T11:10:25.058710Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4821fb6d79213e62c0aa36a4ed2f1d4ed6c7c83723fa4e56fe9e604ed1ba6d86

Aliases

arxiv: 2505.21178 · arxiv_version: 2505.21178v1 · doi: 10.48550/arxiv.2505.21178 · pith_short_12: JAQ7W3LZEE7G · pith_short_16: JAQ7W3LZEE7GFQFK · pith_short_8: JAQ7W3LZ
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/JAQ7W3LZEE7GFQFKG2SO2LY5J3 \
  | 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: 4821fb6d79213e62c0aa36a4ed2f1d4ed6c7c83723fa4e56fe9e604ed1ba6d86
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "d4f32cbac89e9927c211c7bbe9c7c399fa8fba1ec680b618cca74a3cd3c6838e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-27T13:29:51Z",
    "title_canon_sha256": "614b157bc3ca1156f7769b25d08322740664ccb74a1f250cc53b9a1e832c8524"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.21178",
    "kind": "arxiv",
    "version": 1
  }
}