Pith Number

pith:UPFS2BOU

pith:2025:UPFS2BOU2RIUDU6A3XFN5CEZC7

not attested not anchored not stored refs pending

Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities?

Qinyuan Cheng, Xipeng Qiu, Yunhua Zhou, Zhangyue Yin, Zhiyuan Zeng

arxiv:2502.12215 v2 · 2025-02-17 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{UPFS2BOU2RIUDU6A3XFN5CEZC7}

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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

Input-Time Scaling: Adding Noise and Irrelevance into Less-Is-More Drastically Improves Reasoning Performance and Efficiency

Pruning Long Chain-of-Thought of Large Reasoning Models via Small-Scale Preference Optimization

V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning

VLA-ATTC: Adaptive Test-Time Compute for VLA Models with Relative Action Critic Model

AdverMCTS: Combating Pseudo-Correctness in Code Generation via Adversarial Monte Carlo Tree Search

Receipt and verification

First computed	2026-07-05T10:22:57.050740Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3cb2d05d4d45141d3c0ddcade889917ef9e197830ea67dff2539ef92b75f36c

Aliases

arxiv: 2502.12215 · arxiv_version: 2502.12215v2 · doi: 10.48550/arxiv.2502.12215 · pith_short_12: UPFS2BOU2RIU · pith_short_16: UPFS2BOU2RIUDU6A · pith_short_8: UPFS2BOU

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/UPFS2BOU2RIUDU6A3XFN5CEZC7 \
  | 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: a3cb2d05d4d45141d3c0ddcade889917ef9e197830ea67dff2539ef92b75f36c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a152c3cf11ce1c045bc911fec3f36e74a1387bd90c8840018be6a66329fc5fd0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T07:21:11Z",
    "title_canon_sha256": "e54fb2362fa491f23f9ccd34853e006e4248c17005cf8d4724756489c1e81cdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12215",
    "kind": "arxiv",
    "version": 2
  }
}