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pith:OOH6C5NF

pith:2025:OOH6C5NFY5NRCKEWQ2C2CUMOMV
not attested not anchored not stored refs pending

Reasoning on a Budget: A Survey of Adaptive and Controllable Test-Time Compute in LLMs

Antonios Valkanas, Bin Wang, Derek Li, Hanrui Huang, Jianye Hao, Mark Coates, Mohammad Ali Alomrani, Peng Cheng, Pengyi Liao, Qianyi Sun, Raika Karimi, Rohan Deepak Ajwani, Soumyasundar Pal, Yaochen Hu, Yingxue Zhang, Yunzhou Wang, Zhanguang Zhang

arxiv:2507.02076 v1 · 2025-07-02 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{OOH6C5NFY5NRCKEWQ2C2CUMOMV}

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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

DART: Draft-Agreement Routing for Training-Free Adaptive Thinking Budgets in Hybrid Reasoning Models
Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation
Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models
Implicit Compression Regularization: Concise Reasoning via Internal Shorter Distributions in RL Post-Training
Stream-T1: Test-Time Scaling for Streaming Video Generation
Receipt and verification
First computed 2026-07-05T11:31:11.553803Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

738fe175a5c75b1128968685a1518e654b02a36fe62f826e1f3c8dcfad9c9d11

Aliases

arxiv: 2507.02076 · arxiv_version: 2507.02076v1 · doi: 10.48550/arxiv.2507.02076 · pith_short_12: OOH6C5NFY5NR · pith_short_16: OOH6C5NFY5NRCKEW · pith_short_8: OOH6C5NF
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/OOH6C5NFY5NRCKEWQ2C2CUMOMV \
  | 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: 738fe175a5c75b1128968685a1518e654b02a36fe62f826e1f3c8dcfad9c9d11
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "0978a87acdc33a7617f03584e65cd9884bf81363bb3d7d7aecbf36b4467d9a05",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-02T18:27:42Z",
    "title_canon_sha256": "ae492df93a17885b9d8bc3568434fd447212002b999b2f7b56757da858a2e1af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02076",
    "kind": "arxiv",
    "version": 1
  }
}