| --- |
| license: cc-by-4.0 |
| task_categories: |
| - text-generation |
| language: |
| - en |
| - zh |
| - es |
| - fr |
| - de |
| - ru |
| - ja |
| - th |
| - sw |
| - te |
| - bn |
| - ar |
| - ko |
| - vi |
| - cs |
| - hu |
| - sr |
| multilinguality: |
| - multilingual |
| size_categories: |
| - 1K<n<10K |
| configs: |
| - config_name: en |
| data_files: nexus_en.jsonl |
| - config_name: zh |
| data_files: nexus_zh.jsonl |
| - config_name: es |
| data_files: nexus_es.jsonl |
| - config_name: fr |
| data_files: nexus_fr.jsonl |
| - config_name: de |
| data_files: nexus_de.jsonl |
| - config_name: ru |
| data_files: nexus_ru.jsonl |
| - config_name: ja |
| data_files: nexus_ja.jsonl |
| - config_name: th |
| data_files: nexus_th.jsonl |
| - config_name: bn |
| data_files: nexus_bn.jsonl |
| - config_name: sw |
| data_files: nexus_sw.jsonl |
| - config_name: te |
| data_files: nexus_te.jsonl |
| - config_name: ar |
| data_files: nexus_ar.jsonl |
| - config_name: ko |
| data_files: nexus_ko.jsonl |
| - config_name: vi |
| data_files: nexus_vi.jsonl |
| - config_name: cs |
| data_files: nexus_cs.jsonl |
| - config_name: hu |
| data_files: nexus_hu.jsonl |
| - config_name: sr |
| data_files: nexus_sr.jsonl |
| --- |
| ## Dataset Sources |
| - **Paper**: BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models |
| - **Link**: https://huggingface.co/papers/2502.07346 |
| - **Repository**: https://github.com/CONE-MT/BenchMAX |
|
|
| ## Dataset Description |
| BenchMAX_Multiple_Functions is a dataset of [BenchMAX](https://arxiv.org/pdf/2502.07346), sourcing from [Nexus](https://huggingface.co/datasets/Nexusflow/NexusRaven_API_evaluation). |
| This dataset evaluates the tool use capability in multilingual senarios, which requires a model to call the correct function given the user query and multiple functions. |
|
|
| We translate the standardized queries from English to 16 non-English languages by google Translate. |
| Some special function arguments remain English since the APIs are in English. |
| All samples are post-edited by native speakers. |
|
|
| ## Usage |
|
|
| ```bash |
| git clone https://github.com/CONE-MT/BenchMAX.git |
| cd BenchMAX |
| pip install -r requirements.txt |
| |
| cd tasks/nexus |
| languages=(en ar bn cs de es fr hu ja ko ru sr sw te th vi zh) |
| for lang in "${languages[@]}"; do |
| python evaluator.py -m ${model} --infer-backend vllm -t ${lang} --output-parser-name generic |
| done |
| ``` |
|
|
| ## Supported Languages |
| Arabic, Bengali, Chinese, Czech, English, French, German, Hungarian, Japanese, Korean, Serbian, Spanish, Swahili, Telugu, Thai, Russian, Vietnamese |
|
|
| ## Citation |
| If you find our dataset helpful, please cite this paper: |
|
|
| ``` |
| @article{huang2025benchmax, |
| title={BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models}, |
| author={Huang, Xu and Zhu, Wenhao and Hu, Hanxu and He, Conghui and Li, Lei and Huang, Shujian and Yuan, Fei}, |
| journal={arXiv preprint arXiv:2502.07346}, |
| year={2025} |
| } |
| ``` |
