Pith Number

pith:KMML47GG

pith:2025:KMML47GGT7LCN7ZLGKJHOVMOYM

not attested not anchored not stored refs pending

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems

Mingyang Li, Qian Xiong, Tianhao Li, Yuekai Huang, Yujia Zheng, Zhiyuan Chang, Ziyou Jiang

arxiv:2507.15296 v1 · 2025-07-21 · cs.SE · 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{KMML47GGT7LCN7ZLGKJHOVMOYM}

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

Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use

Learning to Act under Noise: Enhancing Agent Robustness via Noisy Environments

When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors

Receipt and verification

First computed	2026-07-05T11:40:22.154926Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5318be7cc69fd626ff2b329277558ec309e4cfe2df8d50cbc8ddd705dc4a3454

Aliases

arxiv: 2507.15296 · arxiv_version: 2507.15296v1 · doi: 10.48550/arxiv.2507.15296 · pith_short_12: KMML47GGT7LC · pith_short_16: KMML47GGT7LCN7ZL · pith_short_8: KMML47GG

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/KMML47GGT7LCN7ZLGKJHOVMOYM \
  | 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: 5318be7cc69fd626ff2b329277558ec309e4cfe2df8d50cbc8ddd705dc4a3454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8a2dcc2a7e8936ce4cd02307a08572e41698cb7feff614a8873a6b1e8b13ad2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-21T06:55:37Z",
    "title_canon_sha256": "e8154e6b75091db6217b46156b55aec60bf80c595718a69b9404195cc48a4d33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15296",
    "kind": "arxiv",
    "version": 1
  }
}