Pith Number

pith:I7WRJX3T

pith:2025:I7WRJX3TKR6MELU3O7FQQU2OGC

not attested not anchored not stored refs pending

Efficient Test-Time Scaling via Self-Calibration

Chengsong Huang, Jiacheng Liu, Jiaxin Huang, Jixuan Leng, Langlin Huang

arxiv:2503.00031 v1 · 2025-02-25 · cs.LG · cs.AI · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7WRJX3TKR6MELU3O7FQQU2OGC}

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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

13 papers in Pith

MARS: Margin-Adversarial Risk-controlled Stopping for Parallel LLM Test-time Scaling

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Process Rewards with Learned Reliability

GrACE: A Generative Approach to Better Confidence Elicitation and Efficient Test-Time Scaling in Large Language Models

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Receipt and verification

First computed	2026-07-05T10:22:16.392954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47ed14df73547cc22e9b77cb08534e30982505693819442a2c5cccf37ef49fca

Aliases

arxiv: 2503.00031 · arxiv_version: 2503.00031v1 · doi: 10.48550/arxiv.2503.00031 · pith_short_12: I7WRJX3TKR6M · pith_short_16: I7WRJX3TKR6MELU3 · pith_short_8: I7WRJX3T

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/I7WRJX3TKR6MELU3O7FQQU2OGC \
  | 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: 47ed14df73547cc22e9b77cb08534e30982505693819442a2c5cccf37ef49fca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f80612564d54acd1a8a23f09dda88832bdeb6df6931bc1fcec2040c076c1871f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-25T00:21:14Z",
    "title_canon_sha256": "a2dab5064cb1ed8405b6ba8d725912969befa09fb8e332965cf0f81f9e9cade1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00031",
    "kind": "arxiv",
    "version": 1
  }
}