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agent/papers/items/2026-2607-02577-benchmarking-the-benchmarks-a-validity-audit-of-tool-calling-evaluation.md
2026-07-08 12:25:30 +08:00

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# Paper: Benchmarking the Benchmarks: A Validity Audit of Tool-Calling Evaluation
---
type: paper
title: "Benchmarking the Benchmarks: A Validity Audit of Tool-Calling Evaluation"
authors: Vishvesh Bhat, Jay Vaghasiya, Muhammad Ahmed Mohsin, Asad Aali
year: 2026
venue: arXiv
url: https://arxiv.org/abs/2607.02577
code_url:
source: arxiv
collected_at: 2026-07-08
published_at: 2026-06-30
updated_at: 2026-06-30
status: queued
relevance: high
topics:
- agent-evaluation
- agent-safety
- tool-use
methods:
-
benchmarks:
-
models:
-
datasets:
- cs.SE
related_concepts:
-
related_jobs:
-
related_experiments:
-
related_projects:
-
collection_score: 14
collection_queries: tool-use
---
## One-line Takeaway
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
## Why Collected
- matched queries: tool-use
- inferred topics: agent-evaluation, agent-safety, tool-use
- arXiv categories: cs.SE
- collection score: 14
## Review Checklist
- Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
- Does it include a benchmark, dataset, code, or reproducible experimental setup?
- Should it be promoted from `queued` to `skimmed` or `summarized`?
## Links
- arXiv: https://arxiv.org/abs/2607.02577