Pith Number

pith:ZSSPAYVH

pith:2024:ZSSPAYVHUXBW37S7DZLG66W3OZ

not attested not anchored not stored refs pending

ToolEyes: Fine-Grained Evaluation for Tool Learning Capabilities of Large Language Models in Real-world Scenarios

Caishuang Huang, Guanyu Li, Junjie Ye, Qi Zhang, Shihan Dou, Sixian Li, Songyang Gao, Tao Gui, Tao Ji, Xiaoran Fan, Xuanjing Huang, Yilong Wu

arxiv:2401.00741 v3 · 2024-01-01 · cs.CL · 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{ZSSPAYVHUXBW37S7DZLG66W3OZ}

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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

NTILC: Neural Tool Invocation via Learned Compression

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers

Receipt and verification

First computed	2026-07-05T09:44:49.291428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cca4f062a7a5c36dfe5f1e566f7adb7671028266ad290e5b9e41a6d85d522ee8

Aliases

arxiv: 2401.00741 · arxiv_version: 2401.00741v3 · doi: 10.48550/arxiv.2401.00741 · pith_short_12: ZSSPAYVHUXBW · pith_short_16: ZSSPAYVHUXBW37S7 · pith_short_8: ZSSPAYVH

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/ZSSPAYVHUXBW37S7DZLG66W3OZ \
  | 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: cca4f062a7a5c36dfe5f1e566f7adb7671028266ad290e5b9e41a6d85d522ee8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50ae2435cb95e505005b30ff94ed2670fcfca0bc920ffc916b333c8b52a64a87",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-01-01T12:49:36Z",
    "title_canon_sha256": "02af2595c5424b938428bb026b935d1b107115a6e7ff9dfc19b9c43d1795d985"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.00741",
    "kind": "arxiv",
    "version": 3
  }
}