Datasets:
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Error code: DatasetGenerationError
Exception: ValueError
Message: Expected object or value
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 611, in wrapped
for item in generator(*args, **kwargs):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 248, in _generate_tables
examples = [ujson_loads(line) for line in batch.splitlines()]
^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/utils/json.py", line 20, in ujson_loads
return pd.io.json.ujson_loads(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
ValueError: Expected object or value
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/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
clip_id string | task_type string | source_type string | annotation_status string | youtube_id null | source_url null | video_title string | primary_language string | start_sec null | end_sec float64 | duration_sec float64 | audio_duration_sec float64 | transcript string | language_spans list | switch_points list | switch_point_details list | switch_count int64 | code_switch_ratio float64 | primary_lang_ratio float64 | en_ratio float64 | ml_word_count int64 | en_word_count int64 | unknown_word_count int64 | word_count int64 | confidence float64 | audio_file string | speaker_id string | transcription_backend string | alignment_status string | review_flags list | review_flag_details string | created_at string | updated_at string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
mlenspeech_1_AudioSample001 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample001 | ml | null | 4.744 | 4.744 | 4.744 | segment reporting എന്ന accounting standardsാണ് നമ്മൽ discussെയ്യാൻ പോവുന്നത് | [
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "reporting"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്ന"
},
{
"start": null,
"end": null,
"lang": "en",
"t... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന",
"word_index": 2
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "accounting",
"word_index": 3
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "നമ്മൽ",
"word_index": ... | 5 | 0.714 | 0.375 | 0.625 | 3 | 5 | 0 | 8 | 1 | Spk1/1_AudioSample001.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.792942Z | 2026-06-14T07:51:48.792950Z |
mlenspeech_1_AudioSample002 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample002 | ml | null | 2.248 | 2.248 | 2.248 | അപ്പൊ എന്താണ് segment എന്ന് പറഞ്ഞാല് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്താണ്"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
"end": null,
"lang": "ml",
"te... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segment",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_index": 3
}
] | 2 | 0.5 | 0.8 | 0.2 | 4 | 1 | 0 | 5 | 1 | Spk1/1_AudioSample002.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.793370Z | 2026-06-14T07:51:48.793374Z |
mlenspeech_1_AudioSample003 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample003 | ml | null | 3.412 | 3.412 | 3.412 | segment എന്ന് പറഞ്ഞു കഴിഞ്ഞാല് ഒരു ഭാഗം ഒരു part എന്ന് പറയാം | [
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്ന്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "പറഞ്ഞു"
},
{
"start": null,
"end": null,
"lang": "ml",
"tex... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_index": 1
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "part",
"word_index": 7
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_index": 8
}... | 3 | 0.333 | 0.8 | 0.2 | 8 | 2 | 0 | 10 | 1 | Spk1/1_AudioSample003.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.793678Z | 2026-06-14T07:51:48.793680Z |
mlenspeech_1_AudioSample004 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample004 | ml | null | 8.034 | 8.034 | 8.034 | അപ്പൊ ഒരു companyക്ക് മൂന്ന് different operating activities ഉണ്ട് എങ്കിൽ companyക്ക് മൂന്ന് operating segmentുണ്ട് എന്നു പറയാം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyക്ക്"
},
{
"start": null,
"end": null,
"lang": "ml",
"te... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "companyക്ക്",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "മൂന്ന്",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "different",
"word_i... | 8 | 0.571 | 0.533 | 0.467 | 8 | 7 | 0 | 15 | 1 | Spk1/1_AudioSample004.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.794043Z | 2026-06-14T07:51:48.794045Z |
mlenspeech_1_AudioSample005 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample005 | ml | null | 4.044 | 4.044 | 4.044 | ഇപ്പൊ ഒരു companyക്ക് നാലഞ്ചു goods produce ചെയ്യുന്നുണ്ട് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഇപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyക്ക്"
},
{
"start": null,
"end": null,
"lang": "ml",
"te... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "companyക്ക്",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "നാലഞ്ചു",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "goods",
"word_inde... | 4 | 0.667 | 0.571 | 0.429 | 4 | 3 | 0 | 7 | 1 | Spk1/1_AudioSample005.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.794341Z | 2026-06-14T07:51:48.794343Z |
mlenspeech_1_AudioSample006 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample006 | ml | null | 3.539 | 3.539 | 3.539 | അങ്ങനെ ആണെനുണ്ടെങ്കിൽ different areaിലുള്ളതിനെ ഒരു segmentാക്കി മാറ്റാം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അങ്ങനെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ആണെനുണ്ടെങ്കിൽ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "different"
},
{
"start": null,
"end": null,
"lang": "ml... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "different",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "areaിലുള്ളതിനെ",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentാക്കി",
... | 4 | 0.667 | 0.714 | 0.286 | 5 | 2 | 0 | 7 | 1 | Spk1/1_AudioSample006.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.794644Z | 2026-06-14T07:51:48.794647Z |
mlenspeech_1_AudioSample007 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample007 | ml | null | 4.369 | 4.369 | 4.369 | different goods produce ചെയ്യുന്ന ഓരോ goodsിന്റെയും ഓരോ segmentറ്റൊകായിട്ട് മാറ്റാം | [
{
"start": null,
"end": null,
"lang": "en",
"text": "different"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "goods"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "produce"
},
{
"start": null,
"end": null,
"lang": "ml",
"... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യുന്ന",
"word_index": 3
}
] | 1 | 0.125 | 0.667 | 0.333 | 6 | 3 | 0 | 9 | 1 | Spk1/1_AudioSample007.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.795099Z | 2026-06-14T07:51:48.795101Z |
mlenspeech_1_AudioSample008 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample008 | ml | null | 4.294 | 4.294 | 4.294 | okay അപ്പ അതിനെയാണ് നമ്മള് segment എന്ന് പറയുന്നത് | [
{
"start": null,
"end": null,
"lang": "en",
"text": "okay"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അതിനെയാണ്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "അപ്പ",
"word_index": 1
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segment",
"word_index": 4
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_index": 5
... | 3 | 0.5 | 0.714 | 0.286 | 5 | 2 | 0 | 7 | 1 | Spk1/1_AudioSample008.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.795566Z | 2026-06-14T07:51:48.795569Z |
mlenspeech_1_AudioSample009 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample009 | ml | null | 11.01 | 11.01 | 11.01 | അപ്പൊരു companyയുടെ total profitില് ഓരോ segmentന്റും എത്ര profit contribute ചെയ്തു എന്ന് അറിയാൻ വേണ്ടിയാണ് segment reporting ചെയ്യുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyയുടെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "total"
},
{
"start": null,
"end": null,
"lang": "en",
... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "companyയുടെ",
"word_index": 1
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ഓരോ",
"word_index": 4
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentന്റും",
"word_i... | 8 | 0.533 | 0.5 | 0.5 | 8 | 8 | 0 | 16 | 1 | Spk1/1_AudioSample009.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.796026Z | 2026-06-14T07:51:48.796028Z |
mlenspeech_1_AudioSample010 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample010 | ml | null | 6.641 | 6.641 | 6.641 | companyയുടെ profit and loss accountില് total profit അല്ലെങ്കിൽ loss ആണ് ഉണ്ടാവുക | [
{
"start": null,
"end": null,
"lang": "en",
"text": "companyയുടെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "profit"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "and"
},
{
"start": null,
"end": null,
"lang": "en",
"t... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "അല്ലെങ്കിൽ",
"word_index": 7
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "loss",
"word_index": 8
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ആണ്",
"word_index": 9
... | 3 | 0.3 | 0.273 | 0.727 | 3 | 8 | 0 | 11 | 1 | Spk1/1_AudioSample010.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.796355Z | 2026-06-14T07:51:48.796358Z |
mlenspeech_1_AudioSample011 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample011 | ml | null | 6.816 | 6.816 | 6.816 | അപ്പൊരു share holderിനെ സംബന്ധിച്ചടുത്തോളം ഏതു segmentിൽ നിന്ന് എത്ര profit ഉണ്ട് എന്നറിയണം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "share"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "holderിനെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "share",
"word_index": 1
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "സംബന്ധിച്ചടുത്തോളം",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentിൽ",
"... | 6 | 0.6 | 0.636 | 0.364 | 7 | 4 | 0 | 11 | 1 | Spk1/1_AudioSample011.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.796685Z | 2026-06-14T07:51:48.796687Z |
mlenspeech_1_AudioSample012 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample012 | ml | null | 9.27 | 9.27 | 9.27 | അപ്പൊ അതുകൊണ്ട് ഓരോ segmentിന്റെയും profit financial statementിന്റെ notes to accountില് disclose ചെയ്യണം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അതുകൊണ്ട്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഓരോ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "profit",
"word_index": 4
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യണം",
"word_index": 11
}
] | 2 | 0.182 | 0.417 | 0.583 | 5 | 7 | 0 | 12 | 1 | Spk1/1_AudioSample012.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.797042Z | 2026-06-14T07:51:48.797044Z |
mlenspeech_1_AudioSample013 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample013 | ml | null | 6.291 | 6.291 | 6.291 | എങ്ങനെ ഈ segmentിന്റെ profit disclose ചെയ്യണം എന്നാണ് പറയുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "എങ്ങനെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഈ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segmentിന്റെ"
},
{
"start": null,
"end": null,
"lang": "en",
"te... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentിന്റെ",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യണം",
"word_index": 5
}
] | 2 | 0.286 | 0.625 | 0.375 | 5 | 3 | 0 | 8 | 1 | Spk1/1_AudioSample013.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.797317Z | 2026-06-14T07:51:48.797319Z |
mlenspeech_1_AudioSample014 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample014 | ml | null | 6.728 | 6.728 | 6.728 | ഇപ്പൊരു large companies ആണെനുണ്ടെങ്കിൽ അവരു ഒരുപാടു wide range of product and service produce ചെയ്യുന്നുണ്ടാവും | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഇപ്പൊരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "large"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companies"
},
{
"start": null,
"end": null,
"lang": "ml",
"... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "large",
"word_index": 1
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ആണെനുണ്ടെങ്കിൽ",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "wide",
"word_inde... | 4 | 0.308 | 0.357 | 0.643 | 5 | 9 | 0 | 14 | 1 | Spk1/1_AudioSample014.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.797603Z | 2026-06-14T07:51:48.797605Z |
mlenspeech_1_AudioSample015 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample015 | ml | null | 3.67 | 3.67 | 3.67 | അതെ പോലെ service provide ചെയ്യുന്നുണ്ടാവും | [
{
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"end": null,
"lang": "ml",
"text": "അതെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "പോലെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "service"
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{
"start": null,
"end": null,
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"text": ... | [] | [
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mlenspeech_1_AudioSample016 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample016 | ml | null | 5.767 | 5.767 | 5.767 | അപ്പ large companies അവര് different business activitiesില് engage ചെയ്യുന്നുണ്ടാവും | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "large"
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{
"start": null,
"end": null,
"lang": "en",
"text": "companies"
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{
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"tex... | [] | [
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mlenspeech_1_AudioSample017 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample017 | ml | null | 3.57 | 3.57 | 3.57 | അപ്പ ആ ഒരു goods produce ചെയ്യുന്ന ഒരു segment ആയിട്ട് treatറ്റെയ്യാം | [
{
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"end": null,
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"text": "അപ്പ"
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{
"start": null,
"end": null,
"lang": "ml",
"text": "ആ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
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{
"start": null,
"end": null,
"lang": "en",
"text": "goods... | [] | [
{
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"word": "goods",
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{
"timestamp": null,
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"word_index": 5
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{
"timestamp": null,
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"word_index"... | 4 | 0.444 | 0.7 | 0.3 | 7 | 3 | 0 | 10 | 1 | Spk1/1_AudioSample017.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.798401Z | 2026-06-14T07:51:48.798403Z |
mlenspeech_1_AudioSample018 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample018 | ml | null | 4.618 | 4.618 | 4.618 | അതെ പോലെ different parts of worldിലാകും അതിന്റെ operations | [
{
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"end": null,
"lang": "ml",
"text": "അതെ"
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{
"start": null,
"end": null,
"lang": "ml",
"text": "പോലെ"
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{
"start": null,
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{
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{
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"wo... | 3 | 0.429 | 0.5 | 0.5 | 4 | 4 | 0 | 8 | 1 | Spk1/1_AudioSample018.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.798693Z | 2026-06-14T07:51:48.798694Z |
mlenspeech_1_AudioSample019 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample019 | ml | null | 4.155 | 4.155 | 4.155 | particular areaയിൽ ഉള്ളതിനെയൊക്കെ segmentായിട്ട് നമ്മുക്ക് treatറ്റെയ്യാം | [
{
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"end": null,
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"text": "particular"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "areaയിൽ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഉള്ളതിനെയൊക്കെ"
},
{
"start": null,
"end": null,
"lang": "... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ഉള്ളതിനെയൊക്കെ",
"word_index": 2
}
] | 1 | 0.2 | 0.667 | 0.333 | 4 | 2 | 0 | 6 | 1 | Spk1/1_AudioSample019.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.799076Z | 2026-06-14T07:51:48.799078Z |
mlenspeech_1_AudioSample020 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample020 | ml | null | 5.506 | 5.506 | 5.506 | അപ്പൊ എന്തിനാണ് segment reporting ചെയ്യുന്നത് എന്നുള്ളതിന്റെ answerാണ് അത് പറയുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്തിനാണ്"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
"end": null,
"lang": "en",
"... | [] | [
{
"timestamp": null,
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{
"timestamp": null,
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},
{
"timestamp": null,
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"word": "answerാണ്",
"word_... | 4 | 0.5 | 0.667 | 0.333 | 6 | 3 | 0 | 9 | 1 | Spk1/1_AudioSample020.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.799482Z | 2026-06-14T07:51:48.799484Z |
mlenspeech_1_AudioSample021 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample021 | ml | null | 17.133 | 17.133 | 17.133 | ഓരോ productിൽ നിന്നും അല്ലെങ്കിൽ segmentിൽ നിന്നും അല്ലെങ്കിൽ ഓരോ geographical areaയിൽ നിന്നും എത്രയാണ് അതിന്റെ profit അല്ലെങ്കിൽ return എത്രയാണ് എന്നുള്ളത്തൊക്കെ share holdersിനും stake holdersിനും ഒക്കെ അറിയാൻ വേണ്ടിയിട്ടു ആണ് segment reporting ചെയ്യുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഓരോ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "productിൽ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "നിന്നും"
},
{
"start": null,
"end": null,
"lang": "ml",
"te... | [] | [
{
"timestamp": null,
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"word": "productിൽ",
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{
"timestamp": null,
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},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentിൽ",
"word_in... | 14 | 0.5 | 0.586 | 0.414 | 17 | 12 | 0 | 29 | 1 | Spk1/1_AudioSample021.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.800003Z | 2026-06-14T07:51:48.800008Z |
mlenspeech_1_AudioSample022 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample022 | ml | null | 18.391 | 18.391 | 18.391 | operating segment എന്ന ഈ accounting standardിന്റെ main ആയിട്ടുള്ള objective എന്ന് പറഞ്ഞു കഴിഞ്ഞാല് different bussiness activitiesിലുള്ള അതെ പോലെ different economic എൻവിറോൺമെന്റില് operate ചെയ്യുന്ന businessിന്റെ financial information അറിയാൻ വേണ്ടിയിട്ടാണ് | [
{
"start": null,
"end": null,
"lang": "en",
"text": "operating"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്ന"
},
{
"start": null,
"end": null,
"lang": "ml",
"t... | [] | [
{
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{
"timestamp": null,
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"word": "accounting",
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},
{
"timestamp": null,
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"to": "ml",
"word": "ആയിട്ടുള്ള",
"word_ind... | 13 | 0.5 | 0.444 | 0.556 | 12 | 15 | 0 | 27 | 1 | Spk1/1_AudioSample022.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.800625Z | 2026-06-14T07:51:48.800628Z |
mlenspeech_1_AudioSample023 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample023 | ml | null | 4.093 | 4.093 | 4.093 | ഒരു companyയെ സംബന്ധിച്ചടുത്തോളം ഒരുപാട് operating segment ഉണ്ടായിരിക്കാം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyയെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "സംബന്ധിച്ചടുത്തോളം"
},
{
"start": null,
"end": null,
"lang": "m... | [] | [
{
"timestamp": null,
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"to": "en",
"word": "companyയെ",
"word_index": 1
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "സംബന്ധിച്ചടുത്തോളം",
"word_index": 2
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "operating",
... | 4 | 0.667 | 0.571 | 0.429 | 4 | 3 | 0 | 7 | 1 | Spk1/1_AudioSample023.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.800966Z | 2026-06-14T07:51:48.800967Z |
mlenspeech_1_AudioSample024 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample024 | ml | null | 3.726 | 3.726 | 3.726 | അപ്പൊ എല്ലാ operating segmentന്റും report ചെയ്യേണ്ടതിന്റെ ആവശ്യില്ല | [
{
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"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എല്ലാ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "operating"
},
{
"start": null,
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"lang": "en",
"te... | [] | [
{
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{
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"to": "ml",
"word": "ചെയ്യേണ്ടതിന്റെ",
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}
] | 2 | 0.333 | 0.571 | 0.429 | 4 | 3 | 0 | 7 | 1 | Spk1/1_AudioSample024.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.801245Z | 2026-06-14T07:51:48.801247Z |
mlenspeech_1_AudioSample025 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample025 | ml | null | 6.55 | 6.55 | 6.55 | report ചെയ്യുന്നത് എങ്ങനെ ആണെന്നുള്ളത് നമ്മുക്ക് next slideുകളിലായിട്ട് അത് discuss ചെയ്യാവുന്നതാണ് okay | [
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ചെയ്യുന്നത്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എങ്ങനെ"
},
{
"start": null,
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"lang": "ml",
... | [] | [
{
"timestamp": null,
"from": "en",
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},
{
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"word": "next",
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},
{
"timestamp": null,
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"word": "slideുകളിലായിട്ട്",
"... | 6 | 0.6 | 0.636 | 0.364 | 7 | 4 | 0 | 11 | 1 | Spk1/1_AudioSample025.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.801551Z | 2026-06-14T07:51:48.801553Z |
mlenspeech_1_AudioSample026 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample026 | ml | null | 8.685 | 8.685 | 8.685 | ഈ accounting standardsിന്റെ scope എന്ന് പറഞ്ഞു കഴിഞ്ഞാല് this standard applies to the stand alone financial statement of individual entity | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഈ"
},
{
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"end": null,
"lang": "en",
"text": "accounting"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "standardsിന്റെ"
},
{
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... | [] | [
{
"timestamp": null,
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},
{
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},
{
"timestamp": null,
"from": "ml",
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"word": "this",
"word_index": ... | 3 | 0.167 | 0.211 | 0.789 | 4 | 15 | 0 | 19 | 1 | Spk1/1_AudioSample026.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.801932Z | 2026-06-14T07:51:48.801934Z |
mlenspeech_1_AudioSample027 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample027 | ml | null | 3.797 | 3.797 | 3.797 | ഇപ്പൊ ഒരു company public companyാണ് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഇപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "company"
},
{
"start": null,
"end": null,
"lang": "en",
"text":... | [] | [
{
"timestamp": null,
"from": "ml",
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"word": "company",
"word_index": 2
}
] | 1 | 0.25 | 0.4 | 0.6 | 2 | 3 | 0 | 5 | 1 | Spk1/1_AudioSample027.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.802230Z | 2026-06-14T07:51:48.802231Z |
mlenspeech_1_AudioSample028 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample028 | ml | null | 2.55 | 2.55 | 2.55 | different types of goods ആണ് produce ചെയ്യുന്നത് | [
{
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"end": null,
"lang": "en",
"text": "different"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "types"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "of"
},
{
"start": null,
"end": null,
"lang": "en",
"text"... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ആണ്",
"word_index": 4
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "produce",
"word_index": 5
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യുന്നത്",
"word_index"... | 3 | 0.5 | 0.286 | 0.714 | 2 | 5 | 0 | 7 | 1 | Spk1/1_AudioSample028.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.802500Z | 2026-06-14T07:51:48.802503Z |
mlenspeech_1_AudioSample029 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample029 | ml | null | 8.602 | 8.602 | 8.602 | അത്തരം companyകൾ അവരുടെ operating segment report ചെയ്തിരിക്കണം disclose ചെയ്തിരിക്കണം എന്നുള്ളതാണ് പറയുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അത്തരം"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyകൾ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അവരുടെ"
},
{
"start": null,
"end": null,
"lang": "en",
"... | [] | [
{
"timestamp": null,
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"to": "en",
"word": "companyകൾ",
"word_index": 1
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "അവരുടെ",
"word_index": 2
},
{
"timestamp": null,
"from": "ml",
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mlenspeech_1_AudioSample030 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample030 | ml | null | 6.395 | 6.395 | 6.395 | അപ്പൊ ഒരു company മാത്രം ആണെനുണ്ടെങ്കിൽ ആ companyയുടെ stand alone financial statementിൽ report ചെയ്തിരിക്കണം | [
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mlenspeech_1_AudioSample031 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample031 | ml | null | 5.716 | 5.716 | 5.716 | ആ particular segmentിൽ നിന്നുള്ള എല്ലാ informationsും notes record ചെയ്തിരിക്കണം | [
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mlenspeech_1_AudioSample032 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample032 | ml | null | 10.507 | 10.507 | 10.507 | ഇനിയൊരു parent companyയെ സംബന്ധിച്ചടുത്തോളം parent companyക്ക് consolidated financial statementിലാണ് operating segmentിന്റെ detailsും അതിന്റെ informationsും record ചെയ്യേണ്ടത് | [
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mlenspeech_1_AudioSample033 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample033 | ml | null | 8.946 | 8.946 | 8.946 | അപ്പൊ consolidated financial statement prepare ചെയ്യുമ്പോഴാണ് അതിലാണ് ആ financial statementിന്റെ notesിലാണ് segment reportingിന്റെ details കൊടുക്കേണ്ടത് | [
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mlenspeech_1_AudioSample034 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample034 | ml | null | 4.983 | 4.983 | 4.983 | അപ്പൊ ഒരു companyയെ ചിലപ്പോൾ രണ്ടു type of financial statement ഉണ്ടാകാം | [
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mlenspeech_1_AudioSample035 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample035 | ml | null | 4.556 | 4.556 | 4.556 | ഒന്ന് consolidated financial statementും മറ്റേത് stand alone financial statementും | [
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mlenspeech_1_AudioSample036 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample036 | ml | null | 6.158 | 6.158 | 6.158 | group companyയാണ് എന്നുണ്ടെങ്കിൽ അവര് consolidated financial statementിലാണ് segment reporting ചെയ്യേണ്ടത് | [
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mlenspeech_1_AudioSample037 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample037 | ml | null | 3.56 | 3.56 | 3.56 | stand alone financial statementില് report ചെയ്യേണ്ടതിന്റെ ആവശ്യില്ല | [
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{
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] | 1 | 0.167 | 0.286 | 0.714 | 2 | 5 | 0 | 7 | 1 | Spk1/1_AudioSample037.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.805446Z | 2026-06-14T07:51:48.805448Z |
mlenspeech_1_AudioSample038 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample038 | ml | null | 2.53 | 2.53 | 2.53 | ഇപ്പൊ ഒരു goods produce ചെയ്യുന്നുണ്ട് | [
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{
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{
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mlenspeech_1_AudioSample039 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample039 | ml | null | 1.804 | 1.804 | 1.804 | അത് അവരുടെ option അനുസരിച്ചിരിക്കും | [
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{
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{
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mlenspeech_1_AudioSample040 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample040 | ml | null | 3.927 | 3.927 | 3.927 | ഇനി ഒരു company മാത്രാണ് എന്നുണ്ടെങ്കിൽ financial statementിൽ അത് ചെയ്യണം | [
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{
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{
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mlenspeech_1_AudioSample041 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample041 | ml | null | 2.838 | 2.838 | 2.838 | reportable segment ചെയ്തിരിക്കണം okay | [
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{
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{
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mlenspeech_1_AudioSample042 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample042 | ml | null | 6.502 | 6.502 | 6.502 | അപ്പൊ ഇത് compulsory ആവുന്നത് ആർക്കാണ് securities list ചെയ്തിട്ടുള്ള companyക്കാണ് | [
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{
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{
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mlenspeech_1_AudioSample043 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample043 | ml | null | 3.821 | 3.821 | 3.821 | parent companyയാണെങ്കില് consolidated financial statementില് ചെയ്തിരിക്കണം | [
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{
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{
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mlenspeech_1_AudioSample044 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample044 | ml | null | 6.573 | 6.573 | 6.573 | subsidiary companyയെ സംബന്ധിച്ചടുത്തോളം subsidiary companyയുടെ stand alone financial statementിൽ അത് disclose ചെയ്താൽ മതി | [
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{
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{
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{
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{
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mlenspeech_1_AudioSample045 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample045 | ml | null | 3.394 | 3.394 | 3.394 | parent companyയാണെങ്കില് consolidated financial statementിലാണ് ചെയ്യേണ്ടത് | [
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{
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mlenspeech_1_AudioSample046 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample046 | ml | null | 6.028 | 6.028 | 6.028 | segment reporting എന്ന accounting standardsില് കുറച്ച് important ആയിട്ടുള്ള മൂന്ന് definitions ആണ് നമ്മുക്ക് നോക്കാൻ ഉള്ളത് | [
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mlenspeech_1_AudioSample050 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample050 | ml | null | 6.834 | 6.834 | 6.834 | chief operating decision makers എന്ന് പറഞ്ഞാൽ ഒരു വ്യക്തിയോ അല്ലെങ്കില് ഒരു group of personണോ ആയിരിക്കാം | [
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mlenspeech_1_AudioSample051 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample051 | ml | null | 14.215 | 14.215 | 14.215 | അവര് ആ bussinessിന്റെ resources allocateറ്റയുകയും goods produce ചെയ്യുന്നതിലോ അല്ലെങ്കില് service provide ചെയ്യുന്നതിലൊ decision എടുക്കുന്നവരെ ആണ് chief operating decision makers എന്ന് പറയുന്നത് | [
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mlenspeech_1_AudioSample052 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample052 | ml | null | 4.865 | 4.865 | 4.865 | ഒരു board of directors ആരാണ് chief operating decision maker ആണ് | [
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mlenspeech_1_AudioSample053 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample053 | ml | null | 7.546 | 7.546 | 7.546 | അവരുടെ function അവരുടെ എന്ന് പറഞ്ഞു കഴിഞ്ഞാൽ the function of chief operating decision makers to allocate resources to operating segment | [
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mlenspeech_1_AudioSample054 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample054 | ml | null | 6.502 | 6.502 | 6.502 | അപ്പൊ ഏതെങ്കിലും segmentിന് അത് എന്തെയുന്നു അവർക്ക് അതിനു വേണ്ടിയിട്ടുള്ള resources allocate ചെയ്യുന്നു | [
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mlenspeech_1_AudioSample055 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample055 | ml | null | 2.183 | 2.183 | 2.183 | fund കാര്യങ്ങളൊക്കെ allocate ചെയ്യുന്നു | [
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mlenspeech_1_AudioSample056 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample056 | ml | null | 5.505 | 5.505 | 5.505 | അത് പോലെ ആ particular segmentിന്റെ performance assess ചെയ്യുന്നു | [
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mlenspeech_1_AudioSample057 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample057 | ml | null | 5.316 | 5.316 | 5.316 | അംങ്ങനെയുള്ളതിനെ ആണ് എന്ത് പറയുന്നത് operating segment എന്ന് പറയുന്നത് | [
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mlenspeech_1_AudioSample058 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample058 | ml | null | 7.876 | 7.876 | 7.876 | decision എടുക്കുന്ന ഒരു segmentിന്റെ നമ്മുക്ക് operating segment എന്ന് പറയാം | [
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mlenspeech_1_AudioSample059 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample059 | ml | null | 6.644 | 6.644 | 6.644 | അപ്പൊ ഈ chief operating decision makers കൊറച്ച് operating segmentിന്റെ identify ചെയ്തു | [
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mlenspeech_1_AudioSample060 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample060 | ml | null | 4.722 | 4.722 | 4.722 | അപ്പൊ next വരുന്നത് എന്താണ് operating segment എന്നുള്ളത് | [
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mlenspeech_1_AudioSample061 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample061 | ml | null | 2.919 | 2.919 | 2.919 | ഒരു entityയുടെ ഒരു component ആണ് | [
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"end": null,
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{
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"end": null,
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"text": "entityയുടെ"
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{
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mlenspeech_1_AudioSample062 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample062 | ml | null | 3.702 | 3.702 | 3.702 | അല്ലെങ്കിലൊരു area ഒരു segment എന്നൊക്കെ പറയാം | [
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mlenspeech_1_AudioSample063 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample063 | ml | null | 6.55 | 6.55 | 6.55 | operating segment എന്ന് പറഞ്ഞു കഴിഞ്ഞാല് ഒരു component of an entity that engage in business activities | [
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mlenspeech_1_AudioSample064 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample064 | ml | null | 2.943 | 2.943 | 2.943 | അപ്പൊ bussiness activities engage ചെയ്യുന്നു | [
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{
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{
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mlenspeech_1_AudioSample065 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample065 | ml | null | 4.509 | 4.509 | 4.509 | revenue earn ചെയ്യുകെയും expense ചെലവാവുന്നുണ്ട് എങ്കില് | [
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{
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},
{
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{
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mlenspeech_1_AudioSample066 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample066 | ml | null | 5.766 | 5.766 | 5.766 | അപ്പൊ ഇത് okayയാണ് എന്നുണ്ടെങ്കില് revenue earn ചെയ്യുന്നുണ്ട് | [
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{
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] | 2 | 0.333 | 0.714 | 0.286 | 5 | 2 | 0 | 7 | 1 | Spk1/1_AudioSample066.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.815659Z | 2026-06-14T07:51:48.815660Z |
mlenspeech_1_AudioSample067 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample067 | ml | null | 2.038 | 2.038 | 2.038 | ഏതു service ആണ് provide ചെയ്യേണ്ടത് | [
{
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"end": null,
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{
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{
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"end": null,
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"text": "ആണ്"
},
{
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"text": "... | [] | [
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mlenspeech_1_AudioSample068 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample068 | ml | null | 7.428 | 7.428 | 7.428 | ആ component of entityയുടെ financial performance regular ആയിട്ട് review ചെയ്യുന്നുണ്ടോ എന്ന് നോക്കണം | [
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{
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{
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"text": "of"
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{
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mlenspeech_1_AudioSample069 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample069 | ml | null | 1.542 | 1.542 | 1.542 | first point എന്താ പറഞ്ഞത് | [
{
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"end": null,
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{
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{
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}
] | 1 | 0.333 | 0.5 | 0.5 | 2 | 2 | 0 | 4 | 1 | Spk1/1_AudioSample069.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.816501Z | 2026-06-14T07:51:48.816502Z |
mlenspeech_1_AudioSample070 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample070 | ml | null | 3.441 | 3.441 | 3.441 | revenue earn ചെയ്യുന്നുണ്ട് അല്ലെങ്കില് expense incur ആവുന്നുണ്ട് | [
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{
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"... | 3 | 0.5 | 0.429 | 0.571 | 3 | 4 | 0 | 7 | 1 | Spk1/1_AudioSample070.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.816759Z | 2026-06-14T07:51:48.816760Z |
mlenspeech_1_AudioSample071 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample071 | ml | null | 11.106 | 11.106 | 11.106 | അതെ പോലെ തന്നെ ആ revenue earn ചെയ്ത segmentിന്റെയോ elementിന്റെയോ അല്ലെങ്കില് expense incur ആയിട്ടുള്ള ആ elementിന്റെയൊക്കെ financial performance regularായിട്ടു review ചെയ്യുന്നുണ്ട് | [
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"end": null,
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{
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"end": null,
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"text": "പോലെ"
},
{
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"end": null,
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"text": "തന്നെ"
},
{
"start": null,
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"text": "ആ... | [] | [
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mlenspeech_1_AudioSample072 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample072 | ml | null | 6.763 | 6.763 | 6.763 | എന്നുവെച്ചാല് ആ componentിന്റെ മാത്രമായിട്ടുള്ള financial informations available ആണോ എന്ന് നോക്കുക | [
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{
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{
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"end": null,
"lang": "en",
"text": "componentിന്റെ"
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{
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{
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{
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"word": "financial"... | 4 | 0.444 | 0.6 | 0.4 | 6 | 4 | 0 | 10 | 1 | Spk1/1_AudioSample072.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.817490Z | 2026-06-14T07:51:48.817492Z |
mlenspeech_1_AudioSample073 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample073 | ml | null | 6.241 | 6.241 | 6.241 | അപ്പൊ ഈ മൂന്ന് conditionsും okayയാണ് അല്ലെങ്കില് അതിനെ operating segment എന്ന് പറയുന്നു | [
{
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{
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"text": "ഈ"
},
{
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"text": "മൂന്ന്"
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{
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"text": "c... | [] | [
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{
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mlenspeech_1_AudioSample074 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample074 | ml | null | 4.39 | 4.39 | 4.39 | revenue earn ചെയ്തിരിക്കുക expense incurായിരിക്കുക | [
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{
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... | [] | [
{
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{
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"word": "incurായിരിക്കുക",
... | 3 | 0.75 | 0.4 | 0.6 | 2 | 3 | 0 | 5 | 1 | Spk1/1_AudioSample074.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.818094Z | 2026-06-14T07:51:48.818095Z |
mlenspeech_1_AudioSample075 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample075 | ml | null | 5.102 | 5.102 | 5.102 | ആ segmentിന്റെ financial performance regularായിട്ട് review ചെയ്യുക | [
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{
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"text": "financial"
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{
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"... | 4 | 0.667 | 0.429 | 0.571 | 3 | 4 | 0 | 7 | 1 | Spk1/1_AudioSample075.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.818383Z | 2026-06-14T07:51:48.818385Z |
mlenspeech_1_AudioSample076 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample076 | ml | null | 7.736 | 7.736 | 7.736 | മൂന്നാമത്തെ condition എന്ന് പറഞ്ഞു കഴിഞ്ഞാല് elementിന്റെ financial statement അല്ലെങ്കില് financial informations availableാണോ എന്ന് നോക്കുക | [
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},
{
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"text": "condition"
},
{
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},
{
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... | [] | [
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},
{
"timestamp": null,
"from": "en",
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"word": "എന്ന്",
"word_index": 2
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "elementിന്റെ",
"word_i... | 6 | 0.462 | 0.5 | 0.5 | 7 | 7 | 0 | 14 | 1 | Spk1/1_AudioSample076.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.818708Z | 2026-06-14T07:51:48.818710Z |
mlenspeech_1_AudioSample077 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample077 | ml | null | 5.207 | 5.207 | 5.207 | അപ്പൊ ഈ മൂന്ന് കാര്യങ്ങളും okay യാണെന്നെണ്ടെങ്കിൽ അതിനെ operating segment എന്ന് പറയുന്നു | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഈ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "മൂന്ന്"
},
{
"start": null,
"end": null,
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"text": "ക... | [] | [
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{
"timestamp": null,
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{
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"wo... | 4 | 0.4 | 0.727 | 0.273 | 8 | 3 | 0 | 11 | 1 | Spk1/1_AudioSample077.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.819021Z | 2026-06-14T07:51:48.819023Z |
mlenspeech_1_AudioSample078 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample078 | ml | null | 2.392 | 2.392 | 2.392 | okay അപ്പൊ നമ്മൾ ആദ്യം ആരെ identify ചെയ്തു | [
{
"start": null,
"end": null,
"lang": "en",
"text": "okay"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "നമ്മൾ"
},
{
"start": null,
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"text": ... | [] | [
{
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},
{
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{
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"word_index": ... | 3 | 0.5 | 0.714 | 0.286 | 5 | 2 | 0 | 7 | 1 | Spk1/1_AudioSample078.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.819276Z | 2026-06-14T07:51:48.819278Z |
mlenspeech_1_AudioSample079 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample079 | ml | null | 3.287 | 3.287 | 3.287 | chief operating decision makersനെ identify ചെയ്തു | [
{
"start": null,
"end": null,
"lang": "en",
"text": "chief"
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{
"start": null,
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{
"start": null,
"end": null,
"lang": "en",
"text": "decision"
},
{
"start": null,
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... | [] | [
{
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"word": "ചെയ്തു",
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}
] | 1 | 0.2 | 0.167 | 0.833 | 1 | 5 | 0 | 6 | 1 | Spk1/1_AudioSample079.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.819531Z | 2026-06-14T07:51:48.819532Z |
mlenspeech_1_AudioSample080 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample080 | ml | null | 3.678 | 3.678 | 3.678 | അവര് കുറച്ചു operating segment എന്താണെന്നു പറഞ്ഞു | [
{
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"end": null,
"lang": "ml",
"text": "അവര്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "കുറച്ചു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "operating"
},
{
"start": null,
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"t... | [] | [
{
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{
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"word": "എന്താണെന്നു",
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}
] | 2 | 0.4 | 0.667 | 0.333 | 4 | 2 | 0 | 6 | 1 | Spk1/1_AudioSample080.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.819784Z | 2026-06-14T07:51:48.819785Z |
mlenspeech_1_AudioSample081 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample081 | ml | null | 3.531 | 3.531 | 3.531 | അപ്പൊ ഈ എല്ലാ operating segmentും എന്തെയ്യണ്ട ആവശ്യില്ല | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഈ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എല്ലാ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "op... | [] | [
{
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"word": "operating",
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{
"timestamp": null,
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"word": "എന്തെയ്യണ്ട",
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}
] | 2 | 0.333 | 0.714 | 0.286 | 5 | 2 | 0 | 7 | 1 | Spk1/1_AudioSample081.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.820011Z | 2026-06-14T07:51:48.820012Z |
mlenspeech_1_AudioSample082 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample082 | ml | null | 2.018 | 2.018 | 2.018 | report ചെയ്യേണ്ട ആവശ്യില്ല | [
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ചെയ്യേണ്ട"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ആവശ്യില്ല"
}
] | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യേണ്ട",
"word_index": 1
}
] | 1 | 0.5 | 0.667 | 0.333 | 2 | 1 | 0 | 3 | 1 | Spk1/1_AudioSample082.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.820235Z | 2026-06-14T07:51:48.820236Z |
mlenspeech_1_AudioSample083 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample083 | ml | null | 3.726 | 3.726 | 3.726 | അപ്പൊ ഏതൊക്കെ segmentാണ് report ചെയ്യേണ്ടത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഏതൊക്കെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segmentാണ്"
},
{
"start": null,
"end": null,
"lang": "en",
... | [] | [
{
"timestamp": null,
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"word": "segmentാണ്",
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},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യേണ്ടത്",
"word_index": 4
}
] | 2 | 0.5 | 0.6 | 0.4 | 3 | 2 | 0 | 5 | 1 | Spk1/1_AudioSample083.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.820468Z | 2026-06-14T07:51:48.820469Z |
mlenspeech_1_AudioSample084 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample084 | ml | null | 5.533 | 5.533 | 5.533 | അങ്ങനെ report ചെയ്യേണ്ട segmentിനെയാണ് reportable segment എന്ന് പറയുന്നത് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അങ്ങനെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ചെയ്യേണ്ട"
},
{
"start": null,
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"lang": "ml",
"... | [] | [
{
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},
{
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"word_index": 2
},
{
"timestamp": null,
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"word": "reportable",
"word_in... | 4 | 0.571 | 0.625 | 0.375 | 5 | 3 | 0 | 8 | 1 | Spk1/1_AudioSample084.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.820728Z | 2026-06-14T07:51:48.820729Z |
mlenspeech_1_AudioSample085 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample085 | ml | null | 8.266 | 8.266 | 8.266 | അപ്പതില് reportable segment is an operating segment or result from aggregation of two or more operating segment | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പതില്"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "reportable"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "segment"
},
{
"start": null,
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"lang": "en",
... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "reportable",
"word_index": 1
}
] | 1 | 0.062 | 0.059 | 0.941 | 1 | 16 | 0 | 17 | 1 | Spk1/1_AudioSample085.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.821142Z | 2026-06-14T07:51:48.821144Z |
mlenspeech_1_AudioSample086 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample086 | ml | null | 4.019 | 4.019 | 4.019 | അപ്പൊ താഴെ പറയുന്ന ആ മൂന്ന് threshold limitറ്റുണ്ട് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "താഴെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "പറയുന്ന"
},
{
"start": null,
"end": null,
"lang": "ml",
"text"... | [] | [
{
"timestamp": null,
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"word": "threshold",
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},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "limitറ്റുണ്ട്",
"word_index": 6
}
] | 2 | 0.333 | 0.857 | 0.143 | 6 | 1 | 0 | 7 | 1 | Spk1/1_AudioSample086.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.821384Z | 2026-06-14T07:51:48.821385Z |
mlenspeech_1_AudioSample087 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample087 | ml | null | 6.411 | 6.411 | 6.411 | അതില് ഏതെങ്കിലും ഒന്ന് satisfy ചെയ്യുക ആണെനുണ്ടെങ്കിൽ ആ segmentിനെ report ചെയ്താൽ മതി | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അതില്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഏതെങ്കിലും"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒന്ന്"
},
{
"start": null,
"end": null,
"lang": "en",
"t... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "satisfy",
"word_index": 3
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യുക",
"word_index": 4
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "segmentിനെ",
"word_ind... | 4 | 0.4 | 0.727 | 0.273 | 8 | 3 | 0 | 11 | 1 | Spk1/1_AudioSample087.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.821677Z | 2026-06-14T07:51:48.821679Z |
mlenspeech_1_AudioSample088 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample088 | ml | null | 4.507 | 4.507 | 4.507 | അപ്പൊ ഒരു companyയെ സംബന്ധിച്ചടുത്തോളം ഒരുപാട് operating segement ഉണ്ടായിരിക്കാം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പൊ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ഒരു"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "companyയെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "companyയെ",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "സംബന്ധിച്ചടുത്തോളം",
"word_index": 3
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "operating",
... | 4 | 0.571 | 0.625 | 0.375 | 5 | 3 | 0 | 8 | 1 | Spk1/1_AudioSample088.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.821950Z | 2026-06-14T07:51:48.821952Z |
mlenspeech_1_AudioSample089 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample089 | ml | null | 2.302 | 2.302 | 2.302 | പക്ഷെ അതെല്ലാതും report ചെയ്യേണ്ട ആവശ്യില്ല | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "പക്ഷെ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "അതെല്ലാതും"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"... | [] | [
{
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},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യേണ്ട",
"word_index": 3
}
] | 2 | 0.5 | 0.8 | 0.2 | 4 | 1 | 0 | 5 | 1 | Spk1/1_AudioSample089.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.822206Z | 2026-06-14T07:51:48.822208Z |
mlenspeech_1_AudioSample090 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample090 | ml | null | 4.125 | 4.125 | 4.125 | report ചെയ്യേണ്ട segmentിനെയാണ് reportable segment എന്ന് പറയുന്നു | [
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ചെയ്യേണ്ട"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "segmentിനെയാണ്"
},
{
"start": null,
"end": null,
"lang": "en... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യേണ്ട",
"word_index": 1
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "reportable",
"word_index": 3
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_ind... | 3 | 0.5 | 0.571 | 0.429 | 4 | 3 | 0 | 7 | 1 | Spk1/1_AudioSample090.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.822561Z | 2026-06-14T07:51:48.822562Z |
mlenspeech_1_AudioSample091 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample091 | ml | null | 7.794 | 7.794 | 7.794 | report ചെയ്യണം എന്നുണ്ടെങ്കില് conditionിൽ ഏതെങ്കിലും ഒരു quantitative threshold satisfy ചെയ്തത് മാത്രമെ അത് report ചെയ്യേണ്ട ആവശ്യുള്ളു | [
{
"start": null,
"end": null,
"lang": "en",
"text": "report"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ചെയ്യണം"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്നുണ്ടെങ്കില്"
},
{
"start": null,
"end": null,
"lang": "en"... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ചെയ്യണം",
"word_index": 1
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "conditionിൽ",
"word_index": 3
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "ഏതെങ്കിലും",
"word... | 7 | 0.5 | 0.6 | 0.4 | 9 | 6 | 0 | 15 | 1 | Spk1/1_AudioSample091.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.822855Z | 2026-06-14T07:51:48.822856Z |
mlenspeech_1_AudioSample092 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample092 | ml | null | 3.938 | 3.938 | 3.938 | total revenue എന്ന് പറഞ്ഞു കഴിഞ്ഞാൽ അത് internalാവാം externalാവാം | [
{
"start": null,
"end": null,
"lang": "en",
"text": "total"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "revenue"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എന്ന്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "എന്ന്",
"word_index": 2
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "internalാവാം",
"word_index": 6
}
] | 2 | 0.286 | 0.5 | 0.5 | 4 | 4 | 0 | 8 | 1 | Spk1/1_AudioSample092.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.823116Z | 2026-06-14T07:51:48.823119Z |
mlenspeech_1_AudioSample093 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample093 | ml | null | 7.55 | 7.55 | 7.55 | അപ്പ ആ total revenueിന്റെ ten percentageജോ അതില് കൂടുതലോ ആണെനുണ്ടെങ്കിൽ അത് reportable segmentാണ് | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ആ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "total"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "rev... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "total",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "അതില്",
"word_index": 6
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "reportable",
"word_index":... | 3 | 0.273 | 0.5 | 0.5 | 6 | 6 | 0 | 12 | 1 | Spk1/1_AudioSample093.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.823407Z | 2026-06-14T07:51:48.823408Z |
mlenspeech_1_AudioSample094 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample094 | ml | null | 9.178 | 9.178 | 9.178 | അതാണ് ആ first threshold limit പറയുന്നത് is a reportable revenue from both external customers and inter segment sales | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അതാണ്"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "ആ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "first"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "th... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "first",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "പറയുന്നത്",
"word_index": 5
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "is",
"word_index": 6
... | 3 | 0.176 | 0.167 | 0.833 | 3 | 15 | 0 | 18 | 1 | Spk1/1_AudioSample094.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.823720Z | 2026-06-14T07:51:48.823722Z |
mlenspeech_1_AudioSample095 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample095 | ml | null | 15.264 | 15.264 | 15.264 | അപ്പ എല്ലാ operating segmentിൽ നിന്ന് കൂടിയിട്ടും particular segmentിന്റെ revenue എന്നുള്ളത് total revenueടെ ten percentageജോ അതിൽ കൂടുതലോ ആണെനുണ്ടെങ്കിൽ ആ segmentിനെ report ചെയ്യണം | [
{
"start": null,
"end": null,
"lang": "ml",
"text": "അപ്പ"
},
{
"start": null,
"end": null,
"lang": "ml",
"text": "എല്ലാ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "operating"
},
{
"start": null,
"end": null,
"lang": "en",
"tex... | [] | [
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "operating",
"word_index": 2
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "നിന്ന്",
"word_index": 4
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "particular",
"word_in... | 8 | 0.4 | 0.476 | 0.524 | 10 | 11 | 0 | 21 | 1 | Spk1/1_AudioSample095.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.824122Z | 2026-06-14T07:51:48.824124Z |
mlenspeech_1_AudioSample096 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample096 | ml | null | 10.398 | 10.398 | 10.398 | total profitിന്റെ ten percentageജോ അല്ലെങ്കില് അതിൽ കൂടുതലോ ഒരു particular segmentിൽ നിന്ന് കിട്ടുന്നുണ്ട് എങ്കില് segmentിൽ report ചെയ്തിരിക്കണം | [
{
"start": null,
"end": null,
"lang": "en",
"text": "total"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "profitിന്റെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "ten"
},
{
"start": null,
"end": null,
"lang": "en",
"te... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "അല്ലെങ്കില്",
"word_index": 4
},
{
"timestamp": null,
"from": "ml",
"to": "en",
"word": "particular",
"word_index": 8
},
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "നിന്ന്",
"word_... | 5 | 0.333 | 0.5 | 0.5 | 8 | 8 | 0 | 16 | 1 | Spk1/1_AudioSample096.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.824436Z | 2026-06-14T07:51:48.824437Z |
mlenspeech_1_AudioSample097 | code_switch_annotation | mlenspeech | human_reviewed | null | null | MLENSPEECH 1_AudioSample097 | ml | null | 2.392 | 2.392 | 2.392 | segmentിന്റെ profit or lossസൊ നോക്കുക | [
{
"start": null,
"end": null,
"lang": "en",
"text": "segmentിന്റെ"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "profit"
},
{
"start": null,
"end": null,
"lang": "en",
"text": "or"
},
{
"start": null,
"end": null,
"lang": "en",
"t... | [] | [
{
"timestamp": null,
"from": "en",
"to": "ml",
"word": "നോക്കുക",
"word_index": 4
}
] | 1 | 0.25 | 0.2 | 0.8 | 1 | 4 | 0 | 5 | 1 | Spk1/1_AudioSample097.wav | Spk1 | mlenspeech_ground_truth | text_only | [] | {} | 2026-06-14T07:51:48.824704Z | 2026-06-14T07:51:48.824706Z |
Manglish ASR Benchmark
A benchmark dataset and evaluation toolkit for Malayalam-English code-switched speech (Manglish).
Overview
Manglish is a common spoken form of Malayalam that frequently switches between Malayalam and English within the same sentence.
Example:
segment reporting എന്ന accounting standardsാണ് നമ്മൽ discussെയ്യാൻ പോവുന്നത്
Traditional ASR benchmarks do not adequately evaluate these language-switching patterns. This project provides a dataset and evaluation framework for studying code-switched Malayalam-English speech recognition systems.
Dataset Statistics
| Metric | Value |
|---|---|
| Clips | 2,883 |
| Total Audio | 2.78 hours |
| Total Words | 25,402 |
| Clips with Code Switching | 2,812 |
| Average Switches per Clip | 2.82 |
| Annotation Quality | Human Reviewed |
Annotation Format
Each record contains:
- Transcript
- Language spans
- Switch point information
- Word counts
- Language ratios
- Audio metadata
Example:
{
"transcript": "segment reporting എന്ന accounting standardsാണ് നമ്മൽ discussെയ്യാൻ പോവുന്നത്",
"language_spans": [
{"lang":"en","text":"segment"},
{"lang":"en","text":"reporting"},
{"lang":"ml","text":"എന്ന"}
]
}
Evaluation
The evaluation toolkit computes:
- Dataset statistics
- Code-switch frequency
- Language distribution
- Switch-point analysis
Future work:
- Whisper benchmarking
- Sarvam ASR benchmarking
- Switch-aware WER
- Mixed-language error analysis
Initial Benchmark Results
Strict transcript-matching evaluation on the first 100 clips:
| Rank | Model | WER ↓ | CER ↓ | Notes |
|---|---|---|---|---|
| 1 | Sarvam Saaras v3 Codemix | 52.07% | 23.98% | Stronger Malayalam-English handling; sometimes transliterates English words into Malayalam script |
| 2 | Whisper Medium | 111.64% | 82.64% | Often translates or produces unrelated multilingual text |
Benchmark Results
Strict transcript-matching evaluation:
| Rank | Model | Samples | WER ↓ | CER ↓ | Notes |
|---|---|---|---|---|---|
| 1 | Sarvam Saaras v3 Codemix | 500 | 48.61% | 21.95% | Strong Malayalam-English handling; sometimes transliterates English words into Malayalam script |
| 2 | Whisper Medium | 100 | 111.64% | 82.64% | Often translates or produces unrelated multilingual text |
These results use strict WER/CER against human-reviewed Manglish transcripts. Script changes such as company → കമ്പനി are counted as errors even when semantically close.
These results use strict WER/CER against human-reviewed Manglish transcripts. This means script changes such as company → കമ്പനി are counted as errors even when semantically correct.
Repository Structure
manglish-asr-benchmark/
├── data/
├── eval/
├── results/
├── hf_upload.py
└── README.md
Motivation
Code-switched Malayalam-English speech remains underrepresented in public ASR benchmarks. This project aims to provide a reproducible benchmark for evaluating multilingual speech recognition systems on real-world Manglish conversations.
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