Pith Number

pith:QBHUXFWB

pith:2024:QBHUXFWBFCGOBZCSCN33UHBD4G

not attested not anchored not stored refs pending

Planning, Creation, Usage: Benchmarking LLMs for Comprehensive Tool Utilization in Real-World Complex Scenarios

Jiahui Gao, Jianqiao Lu, Lifeng Shang, Qi Zhu, Qun Liu, Ruifeng Xu, Shijue Huang, Wanjun Zhong, Weiwen Liu, Xingshan Zeng, Xin Jiang, Yasheng Wang, Yutai Hou

arxiv:2401.17167 v3 · 2024-01-30 · 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{QBHUXFWBFCGOBZCSCN33UHBD4G}

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

PEC-Home: Interpretation of Progressively Elliptical Commands in Smart Homes

Failure Makes the Agent Stronger: Enhancing Accuracy through Structured Reflection for Reliable Tool Interactions

Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Receipt and verification

First computed	2026-07-05T08:26:18.305380Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

804f4b96c1288ce0e4521377ba1c23e19584336b8ad5fe80992108509eef75f4

Aliases

arxiv: 2401.17167 · arxiv_version: 2401.17167v3 · doi: 10.48550/arxiv.2401.17167 · pith_short_12: QBHUXFWBFCGO · pith_short_16: QBHUXFWBFCGOBZCS · pith_short_8: QBHUXFWB

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/QBHUXFWBFCGOBZCSCN33UHBD4G \
  | 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: 804f4b96c1288ce0e4521377ba1c23e19584336b8ad5fe80992108509eef75f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fdf73ac196fbce1c128294ba36e0e8a6e6120fe1dab993ba90a3431ee7eb460",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-30T16:52:56Z",
    "title_canon_sha256": "4dbacc2eb562b781a861d1361d9590550a9b39302f81137353710eef71cedd55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17167",
    "kind": "arxiv",
    "version": 3
  }
}