Pith Number

pith:ZFO7MPWZ

pith:2024:ZFO7MPWZC5R4XHO42SB6CTELEG

not attested not anchored not stored refs pending

ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilities

Bernhard Aumayer, Felix Bai, Feng Nan, Guoli Yin, Jiarui Lu, Mengyu Li, Ruoming Pang, Shen Ma, Shuang Ma, Thomas Holleis, Yizhe Zhang, Zirui Wang

arxiv:2408.04682 v2 · 2024-08-08 · 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{ZFO7MPWZC5R4XHO42SB6CTELEG}

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

14 papers in Pith

Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose

Beyond Next-Token Prediction: An RLVR Proof of Concept for Tool-Use Agents on Atlassian Workflows

Designing for Doubt: The Case for Informed Abstention in Autonomous Agents

VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

Boiling the Frog: A Multi-Turn Benchmark for Agentic Safety

Receipt and verification

First computed	2026-07-05T10:50:08.945725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c95df63ed91763cb9ddcd483e14c8b21bccd2c045fc3d843f5cd412950ad0f34

Aliases

arxiv: 2408.04682 · arxiv_version: 2408.04682v2 · doi: 10.48550/arxiv.2408.04682 · pith_short_12: ZFO7MPWZC5R4 · pith_short_16: ZFO7MPWZC5R4XHO4 · pith_short_8: ZFO7MPWZ

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/ZFO7MPWZC5R4XHO42SB6CTELEG \
  | 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: c95df63ed91763cb9ddcd483e14c8b21bccd2c045fc3d843f5cd412950ad0f34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26a9d323522a5b20e3a351cbd42733f525779c1ab375660c4968a7363a0a360e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-08T05:45:42Z",
    "title_canon_sha256": "2a180a412fe973b53acb8764d943e156def70045fe688f8463619779bb803b3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04682",
    "kind": "arxiv",
    "version": 2
  }
}