Pith Number

pith:5WCIEIX5

pith:2025:5WCIEIX5KM6C3R3NNNKCPYJBFO

not attested not anchored not stored refs pending

Learning How to Use Tools, Not Just When: Pattern-Aware Tool-Integrated Reasoning

Hengyuan Zhang, Ningning Xu, Shubhashis Roy Dipta, Yuxuan Jiang

arxiv:2509.23292 v4 · 2025-09-27 · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5WCIEIX5KM6C3R3NNNKCPYJBFO}

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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

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Energy-Efficient On-Device RAG on a Mobile NPU: System Design and Benchmark on Snapdragon X Elite

IMAGINE: Adaptive Schema-Imagery Enhanced Composition for Composed Video Retrieval

When Safe Skills Collide: Measuring Compositional Risk in Agent Skill Ecosystems

Draw2Think: Harnessing Geometry Reasoning through Constraint Engine Interaction

Receipt and verification

First computed	2026-06-30T02:17:09.791218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed848222fd533c2dc76d6b5427e1212ba8d9a4240db3bc2aabdc33fac469fabc

Aliases

arxiv: 2509.23292 · arxiv_version: 2509.23292v4 · doi: 10.48550/arxiv.2509.23292 · pith_short_12: 5WCIEIX5KM6C · pith_short_16: 5WCIEIX5KM6C3R3N · pith_short_8: 5WCIEIX5

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/5WCIEIX5KM6C3R3NNNKCPYJBFO \
  | 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: ed848222fd533c2dc76d6b5427e1212ba8d9a4240db3bc2aabdc33fac469fabc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2a1990212f7b469a2e741d44ebd13999b2e7045d82e74aa0d1d570cc3329281",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-09-27T13:10:37Z",
    "title_canon_sha256": "ff462ea66a0e1cf94b099b7ee4686e972c1092a2c4cabdd6f317d26d064b527a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.23292",
    "kind": "arxiv",
    "version": 4
  }
}