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examples/evaluation/ace_bench/README.md

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+# ACEBench Example
+
+This is an example of agent-oriented evaluation in AgentScope.
+
+We take [ACEBench](https://github.com/ACEBench/ACEBench) as an example benchmark, and run
+a ReAct agent with [Ray](https://github.com/ray-project/ray)-based evaluator, which supports
+**distributed** and **parallel** evaluation.
+
+To run the example, you need to install AgentScope first, and then run the evaluation with the following command:
+
+```bash
+python main.py --data_dir {data_dir} --result_dir {result_dir}
+```
+
+## Further Reading
+
+- [ACEBench](https://github.com/ACEBench/ACEBench)
+- [Ray](https://github.com/ray-project/ray)