Advancing Dialectal Arabic to Modern Standard Arabic Machine Translation
Paper • 2507.20301 • Published
Error code: ConfigNamesError
Exception: AttributeError
Message: 'str' object has no attribute 'items'
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 66, in compute_config_names_response
config_names = get_dataset_config_names(
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
dataset_module = dataset_module_factory(
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
raise e1 from None
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
).get_module()
^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
config_name: DatasetInfo.from_dict(dataset_info_dict)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "<string>", line 20, in __init__
File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 170, in __post_init__
self.features = Features.from_dict(self.features)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1983, in from_dict
obj = generate_from_dict(dic)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1564, in generate_from_dict
return {key: generate_from_dict(value) for key, value in obj.items()}
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1564, in generate_from_dict
return {key: generate_from_dict(value) for key, value in obj.items()}
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 1564, in generate_from_dict
return {key: generate_from_dict(value) for key, value in obj.items()}
^^^^^^^^^
AttributeError: 'str' object has no attribute 'items'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.
This benchmark addresses a documented gap in Arabic NLP research: the exclusion of Sudanese Arabic from dialectal machine translation evaluation.
Recent research (Alabdullah et al., 2025) states:
"The focus on three dialects (Levantine, Gulf, Egyptian) constrained generalization, leaving the proposed translation techniques untested on varieties such as Maghrebi and Sudanese Arabic."
This dataset provides the first benchmark specifically designed for evaluating Sudanese Arabic → English translation quality.
| Field | Type | Description |
|---|---|---|
| id | string | Unique identifier (sud_mt_XX) |
| source | string | Sudanese Arabic text |
| reference | string | English reference translation |
| difficulty | string | easy/medium/hard |
| notes | string | Linguistic annotation |
| dialect_markers | list | Sudanese-specific features present |
| confusion_risk | string | Potential for dialect confusion |
| Feature | Arabic | Meaning | MT Impact |
|---|---|---|---|
| يا زول | ya zol | "hey man" | High - unique vocative |
| حي- | hay- | future prefix | High - unique morphology |
| يتعرس | yit'arris | gets married | High - unique verb |
| حتة | hita | room | Medium - context-dependent |
| Feature | Shared Meaning | Confusion Potential |
|---|---|---|
| دي | "this" | High |
| عايز | "want" | High |
| مش | "not" | Medium |
@dataset{mihaysi2026sudanese_mt_benchmark,
title = {Sudanese Arabic Machine Translation Benchmark},
author = {Mihaysi, Aamer},
year = {2026},
publisher = {HuggingFace},
note = {Addresses gap identified in Alabdullah et al. (2025)}
}
Creative Commons Attribution 4.0 (CC-BY-4.0)