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Pith Number

pith:C2YUIR3Q

pith:2025:C2YUIR3QCVYINEVQM77YI5ZQW7
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Speculative Thinking: Enhancing Small-Model Reasoning with Large Model Guidance at Inference Time

Vipin Chaudhary, Wang Yang, Xiang Yue, Xiaotian Han

arxiv:2504.12329 v2 · 2025-04-12 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{C2YUIR3QCVYINEVQM77YI5ZQW7}

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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

5 papers in Pith

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost
One Step Forward and K Steps Back: Better Reasoning with Denoising Recursion Models
Receipt and verification
First computed 2026-06-04T01:08:28.730158Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

16b144477015708692b067ff847730b7c221fab473c6c769707125d5be42bf02

Aliases

arxiv: 2504.12329 · arxiv_version: 2504.12329v2 · doi: 10.48550/arxiv.2504.12329 · pith_short_12: C2YUIR3QCVYI · pith_short_16: C2YUIR3QCVYINEVQ · pith_short_8: C2YUIR3Q
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/C2YUIR3QCVYINEVQM77YI5ZQW7 \
  | 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: 16b144477015708692b067ff847730b7c221fab473c6c769707125d5be42bf02
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "901b8423bb9fdc4fa879148e7c342032626909467134f732e2d634addaeab20a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-12T21:25:32Z",
    "title_canon_sha256": "ec3390046a441c16db5791706b46291dd8c18a1e8d022416f66efad14153bdcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12329",
    "kind": "arxiv",
    "version": 2
  }
}