Update README.md

README.md

@@ -11,4 +11,19 @@ configs:
   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](https://img.shields.io/badge/arXiv-2511.01527-b31b1b.svg)](https://arxiv.org/abs/2511.01527)
+[![GitHub](https://img.shields.io/badge/GitHub-Repository-black.svg)](https://github.com/hanwenxu1/mcp-agent)
+
+## 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.