Pith Number

pith:AKZMNMFY

pith:2025:AKZMNMFYBI6L6LXPZZFOGVXLS5

not attested not anchored not stored refs pending

Towards Effective Code-Integrated Reasoning

Beichen Zhang, Fei Bai, Ji-Rong Wen, Lei Fang, Wayne Xin Zhao, Yingqian Min, Zheng Liu, Zhipeng Chen, Zhongyuan Wang

arxiv:2505.24480 v1 · 2025-05-30 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AKZMNMFYBI6L6LXPZZFOGVXLS5}

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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

4 papers in Pith

STARE: Surprisal-Guided Token-Level Advantage Reweighting for Policy Entropy Stability

Tool-Aware Optimization with Entropy Guidance for Efficient Agentic Reinforcement Learning

PruneTIR: Inference-Time Tool Call Pruning for Effective yet Efficient Tool-Integrated Reasoning

When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning

Receipt and verification

First computed	2026-07-05T11:12:50.764128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b2c6b0b80a3cbf2eefce4ae356eb975e9ff609d40075f06adf3e5c682b4aba

Aliases

arxiv: 2505.24480 · arxiv_version: 2505.24480v1 · doi: 10.48550/arxiv.2505.24480 · pith_short_12: AKZMNMFYBI6L · pith_short_16: AKZMNMFYBI6L6LXP · pith_short_8: AKZMNMFY

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/AKZMNMFYBI6L6LXPZZFOGVXLS5 \
  | 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: 02b2c6b0b80a3cbf2eefce4ae356eb975e9ff609d40075f06adf3e5c682b4aba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8404f8fe96a6d16fd9389ea7f27628a80a84c7337d0bcb61947e6f72262d841e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-30T11:30:18Z",
    "title_canon_sha256": "184121070caa72a462732f9f13ca946dcfa60d60e8820c7b7b569f34907e8ef4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24480",
    "kind": "arxiv",
    "version": 1
  }
}