Pith Number

pith:KMA45QH5

pith:2025:KMA45QH5JMSNL4LBL6L3DUJVIR

not attested not anchored not stored refs pending

Code Simulation as a Proxy for High-order Tasks in Large Language Models

Anthony Cohn, Christoph Weinhuber, Emanuele La Malfa, Fangru Lin, Michael Wooldridge, Nigel Shadbolt, Orazio Torre, Samuele Marro, X. Angelo Huang

arxiv:2502.03568 v3 · 2025-02-05 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KMA45QH5JMSNL4LBL6L3DUJVIR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

CodeMind: Evaluating Large Language Models for Code Reasoning

Evaluating Code Reasoning Abilities of Large Language Models Under Real-World Settings

Loom: A Scalable Analytical Neural Computer Architecture

Receipt and verification

First computed	2026-07-05T11:31:43.010495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5301cec0fd4b24d5f1615f97b1d13544434ad8e0e4972272a52318fc25a54d6f

Aliases

arxiv: 2502.03568 · arxiv_version: 2502.03568v3 · doi: 10.48550/arxiv.2502.03568 · pith_short_12: KMA45QH5JMSN · pith_short_16: KMA45QH5JMSNL4LB · pith_short_8: KMA45QH5

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/KMA45QH5JMSNL4LBL6L3DUJVIR \
  | 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: 5301cec0fd4b24d5f1615f97b1d13544434ad8e0e4972272a52318fc25a54d6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2068f89276c7b083937d99f1240a245949b1f48b1d90a8cb2032ba130cde1b7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T19:30:28Z",
    "title_canon_sha256": "12c32a441046d146d30bb7966bcb66f0cfedb52790cfc88eb9ad595f7b48918b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.03568",
    "kind": "arxiv",
    "version": 3
  }
}