TPS-Bench / README.md
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metadata
language:
  - en
tags:
  - agent
pretty_name: TPS-Bench
size_categories:
  - n<1K
configs:
  - config_name: TPS-EASY
    data_files: TPS-EASY.jsonl
  - config_name: TPS-HARD
    data_files: TPS-HARD.jsonl

TPS-Bench: Evaluating AI Agents’ Tool Planning & Scheduling Abilities in Compounding Tasks

Paper GitHub

Dataset Description

TPS-Bench is a benchmark designed to evaluate the tool planning and scheduling capabilities of AI agents in compounding tasks. Unlike standard tool-use benchmarks that focus primarily on simple sequential execution, TPS-Bench assesses an agent's ability to handle task dependencies, concurrent execution, and complex temporal constraints.

Subsets

Currently, the benchmark releases two data subsets:

  • TPS-EASY: Contains 100 instances. Features shorter dependency paths, suitable for evaluating foundational planning capabilities.
  • TPS-HARD: Contains 100 instances. Involves highly complex, long-chain dependencies and multi-tool parallel scheduling scenarios, requiring advanced logical reasoning and precise temporal execution.