Pith Number

pith:PJ2ZM3SB

pith:2025:PJ2ZM3SBT7GJU7AADIEUFB77WE

not attested not anchored not stored refs pending

Inference-Time Computations for LLM Reasoning and Planning: A Benchmark and Insights

Blake Olson, Eric Li, Hongyi Ling, James Caverlee, Sambhav Khurana, Shubham Parashar, Shuiwang Ji

arxiv:2502.12521 v1 · 2025-02-18 · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{PJ2ZM3SBT7GJU7AADIEUFB77WE}

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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

6 papers in Pith

Distilling LLM Reasoning into an Interpretable Policy Tree for Human-AI Collaboration

Do LLMs Build World Models From Text? A Multilingual Diagnostic of Spatial Reasoning

Mitigating False Positives in Static Memory Safety Analysis of Rust Programs via Reinforcement Learning

CA-SQL: Complexity-Aware Inference Time Reasoning for Text-to-SQL via Exploration and Compute Budget Allocation

The Cognitive Penalty: Ablating System 1 and System 2 Reasoning in Edge-Native SLMs for Decentralized Consensus

Receipt and verification

First computed	2026-07-05T10:15:56.896813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a75966e419fcc9a7c001a094287ffb10e564f99fdf4e124fa473ba14dd42899

Aliases

arxiv: 2502.12521 · arxiv_version: 2502.12521v1 · doi: 10.48550/arxiv.2502.12521 · pith_short_12: PJ2ZM3SBT7GJ · pith_short_16: PJ2ZM3SBT7GJU7AA · pith_short_8: PJ2ZM3SB

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/PJ2ZM3SBT7GJU7AADIEUFB77WE \
  | 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: 7a75966e419fcc9a7c001a094287ffb10e564f99fdf4e124fa473ba14dd42899

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08c1c7266286402e7c297ee9353950a5def116e5edfda345d3c49bde14dc0eec",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-18T04:11:29Z",
    "title_canon_sha256": "7d2464756ebdd2433eeffcaf4e76bd530d45737adf1d34f7a777dce3bb78d62b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12521",
    "kind": "arxiv",
    "version": 1
  }
}