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Pith Number

pith:5JP5U7OC

pith:2025:5JP5U7OCJN7VNV54JA5WRCGFP3
not attested not anchored not stored refs pending

Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Chenshun Ni, Jiasi Chen, Samet Oymak, Xuechen Zhang, Zijian Huang, Ziyang Xiong

arxiv:2505.07961 v3 · 2025-05-12 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
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\usepackage{pith}
\pithnumber{5JP5U7OCJN7VNV54JA5WRCGFP3}

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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

4 papers in Pith

VSPO: Vector-Steered Policy Optimization for Behavioral Control
Bayesian Social Deduction with Graph-Informed Language Models
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 2026-07-05T11:08:20.341015Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ea5fda7dc24b7f56d7bc483b6888c57efe80f51c27e35e21be781a67393de3d5

Aliases

arxiv: 2505.07961 · arxiv_version: 2505.07961v3 · doi: 10.48550/arxiv.2505.07961 · pith_short_12: 5JP5U7OCJN7V · pith_short_16: 5JP5U7OCJN7VNV54 · pith_short_8: 5JP5U7OC
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/5JP5U7OCJN7VNV54JA5WRCGFP3 \
  | 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: ea5fda7dc24b7f56d7bc483b6888c57efe80f51c27e35e21be781a67393de3d5
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "6b9946174c400e823aa6f32cf3aa38df5fbf697356d241e0405cdf88d577480d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-12T18:04:39Z",
    "title_canon_sha256": "ac10a0a9fdac1bbbbd52ee64bf3e7d6e4ea9293822183661041897bd8a8b90a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07961",
    "kind": "arxiv",
    "version": 3
  }
}