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claw-eval
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Claw-Eval

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Dataset card Files Files and versions

xet

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Leaderboard Official Benchmark

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moonshotai/Kimi-K2.6

source

65.8 ^*

deepseek-ai/DeepSeek-V4-Pro

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65.8 ^*

XiaomiMiMo/MiMo-V2.5-Pro

63.2 ^*

63.2 ^*

60.5 ^*

Dataset Viewer

The dataset viewer is not available for this subset.

Cannot get the split names for the config 'default' of the dataset.

Exception:    HfHubHTTPError
Message:      500 Server Error: Internal Server Error for url: https://huggingface.co/api/datasets/claw-eval/Claw-Eval/paths-info/ca978fd82edb77d52f26f4ccf3f9684a8df84341 (Request ID: Root=1-69fdf7ce-34f236fe3932d07259c3a7a5;eda9b43b-e899-46a3-ab75-39591c8c25b6)

Internal Error - We're working hard to fix this as soon as possible!
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 409, in hf_raise_for_status
                  response.raise_for_status()
                File "/usr/local/lib/python3.12/site-packages/requests/models.py", line 1026, in raise_for_status
                  raise HTTPError(http_error_msg, response=self)
              requests.exceptions.HTTPError: 500 Server Error: Internal Server Error for url: https://huggingface.co/api/datasets/claw-eval/Claw-Eval/paths-info/ca978fd82edb77d52f26f4ccf3f9684a8df84341
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 65, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                         ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 268, in get_dataset_config_info
                  builder = load_dataset_builder(
                            ^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1353, in load_dataset_builder
                  builder_instance: DatasetBuilder = builder_cls(
                                                     ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 343, in __init__
                  self.config, self.config_id = self._create_builder_config(
                                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 558, in _create_builder_config
                  builder_config._resolve_data_files(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 206, in _resolve_data_files
                  self.data_files = self.data_files.resolve(base_path, download_config)
                                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 822, in resolve
                  out[key] = data_files_patterns_list.resolve(base_path, download_config)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 775, in resolve
                  resolve_pattern(
                File "/usr/local/lib/python3.12/site-packages/datasets/data_files.py", line 372, in resolve_pattern
                  for filepath, info in fs.glob(fs_pattern, detail=True, **glob_kwargs).items():
                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 521, in glob
                  return super().glob(path, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/fsspec/spec.py", line 604, in glob
                  allpaths = self.find(root, maxdepth=depth, withdirs=True, detail=True, **kwargs)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 556, in find
                  return super().find(
                         ^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/fsspec/spec.py", line 495, in find
                  out[path] = self.info(path)
                              ^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_file_system.py", line 719, in info
                  paths_info = self._api.get_paths_info(
                               ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_validators.py", line 114, in _inner_fn
                  return fn(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/hf_api.py", line 3371, in get_paths_info
                  hf_raise_for_status(response)
                File "/usr/local/lib/python3.12/site-packages/huggingface_hub/utils/_http.py", line 482, in hf_raise_for_status
                  raise _format(HfHubHTTPError, str(e), response) from e
              huggingface_hub.errors.HfHubHTTPError: 500 Server Error: Internal Server Error for url: https://huggingface.co/api/datasets/claw-eval/Claw-Eval/paths-info/ca978fd82edb77d52f26f4ccf3f9684a8df84341 (Request ID: Root=1-69fdf7ce-34f236fe3932d07259c3a7a5;eda9b43b-e899-46a3-ab75-39591c8c25b6)
              
              Internal Error - We're working hard to fix this as soon as possible!

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Claw-Eval

End-to-end transparent benchmark for AI agents acting in the real world.

Paper | Leaderboard | Code

Dataset Structure

Splits

Split	Examples	Description
`general`	161	Core agent tasks across 24 categories (communication, finance, ops, productivity, etc.)
`multimodal`	101	Multimodal agentic tasks requiring perception and creation (webpage generation, video QA, document extraction, etc.)
`multi_turn`	38	Multi-turn conversational tasks where the agent interacts with a simulated user persona to clarify needs and provide advice

Fields

Field	Type	Description
`task_id`	string	Unique task identifier
`query`	string	Task instruction / description
`fixture`	list[string]	Fixture files required for the task (available in `data/fixtures.tar.gz`)
`language`	string	Task language (`en` or `zh`)
`category`	string	Task domain

Usage

from datasets import load_dataset

# Load all splits
dataset = load_dataset("claw-eval/Claw-Eval")

# Load a specific split
general = load_dataset("claw-eval/Claw-Eval", split="general")
multimodal = load_dataset("claw-eval/Claw-Eval", split="multimodal")
multi_turn = load_dataset("claw-eval/Claw-Eval", split="multi_turn")

# Inspect a sample
print(general[0])

Acknowledgements

Our test cases are built on the work of the community. We draw from and adapt tasks contributed by OpenClaw, PinchBench, OfficeQA, OneMillion-Bench, Finance Agent, and Terminal-Bench 2.0.

Citation

If you use Claw-Eval in your research, please cite:

@article{ye2026claw,
  title={Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents},
  author={Ye, Bowen and Li, Rang and Yang, Qibin and Liu, Yuanxin and Yao, Linli and Lv, Hanglong and Xie, Zhihui and An, Chenxin and Li, Lei and Kong, Lingpeng and others},
  journal={arXiv preprint arXiv:2604.06132},
  year={2026}
}