Update README.md

README.md

@@ -90,3 +90,23 @@ configs:
   - split: kazakh
     path: single_step_reasoning/kazakh-*
 ---
+
+# SpokenMQA — Kazakh
+
+This dataset is a machine-translated Kazakh adaptation of the [SpokenMQA benchmark](https://huggingface.co/datasets/amao0o0/spoken-mqa) for evaluating spoken mathematical reasoning in speech-based and audio-language models.
+
+The original SpokenMQA benchmark probes whether speech-based models can solve math problems delivered through speech, ranging from simple digit recognition (short and long digits) to single-step and multi-step mathematical reasoning. This release localizes the benchmark into Kazakh, enabling evaluation of multilingual speech models on spoken mathematical reasoning beyond English.
+
+The textual fields of the original benchmark were machine-translated into Kazakh, and the audio was re-synthesized in Kazakh from the translated transcripts using [MangiSozTTS](https://mangisoz.nu.edu.kz/).
+
+## Dataset structure
+
+The benchmark covers four tracks of increasing difficulty:
+
+| Subset                   | Purpose                                                                  |
+|--------------------------|--------------------------------------------------------------------------|
+| `short_digit`            | Recognition of short numerical sequences spoken aloud                    |
+| `long_digit`             | Recognition of longer numerical sequences spoken aloud                   |
+| `single_step_reasoning`  | Mathematical problems requiring a single arithmetic operation            |
+| `multi_step_reasoning`   | Mathematical problems requiring multi-step reasoning over spoken input   |
+