AuditoryHuM: Auditory Scene Label Generation and Clustering using Human-MLLM Collaboration
Paper • 2602.19409 • Published
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The dataset generation failed
Error code: DatasetGenerationError
Exception: ParserError
Message: Error tokenizing data. C error: Expected 24 fields in line 9, saw 26
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/csv/csv.py", line 198, in _generate_tables
for batch_idx, df in enumerate(csv_file_reader):
^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1843, in __next__
return self.get_chunk()
^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1985, in get_chunk
return self.read(nrows=size)
^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/readers.py", line 1923, in read
) = self._engine.read( # type: ignore[attr-defined]
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/pandas/io/parsers/c_parser_wrapper.py", line 234, in read
chunks = self._reader.read_low_memory(nrows)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "pandas/_libs/parsers.pyx", line 850, in pandas._libs.parsers.TextReader.read_low_memory
File "pandas/_libs/parsers.pyx", line 905, in pandas._libs.parsers.TextReader._read_rows
File "pandas/_libs/parsers.pyx", line 874, in pandas._libs.parsers.TextReader._tokenize_rows
File "pandas/_libs/parsers.pyx", line 891, in pandas._libs.parsers.TextReader._check_tokenize_status
File "pandas/_libs/parsers.pyx", line 2061, in pandas._libs.parsers.raise_parser_error
pandas.errors.ParserError: Error tokenizing data. C error: Expected 24 fields in line 9, saw 26
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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, 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 1832, 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.
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End of preview.
AuditoryHuM supplementary data
AuditoryHuM: Auditory Scene Label Generation and Clustering using Human-MLLM Collaboration. This is the supplementary material used to generate the results in the paper.
Description of data
| Files | Description |
|---|---|
| advance_file_list.csv | List of files and the order with which they are processed. |
| ahead-ds_file_list.csv | |
| tau2019_file_list.csv | |
| advance_provided_labels.csv | Labels provided by the creators of each dataset. |
| ahead-ds_provided_labels.csv | |
| tau2019_provided_labels.csv | |
| advance_gemma3n_e2b_labels.csv | Labels generated by MLLMs. |
| advance_qwen2a_labels.csv | |
| advance_qwen2_5o_labels.csv | |
| ahead-ds_gemma3n_e2b_labels.csv | |
| ahead-ds_qwen2a_labels.csv | |
| ahead-ds_qwen2_5o_labels.csv | |
| tau2019_gemma3n_e2b_labels.csv | |
| tau2019_qwen2a_labels.csv | |
| tau2019_qwen2_5o_labels.csv | |
| advance_gemma3n_e2b_labels_annotations.csv | Human provided labels. |
| advance_qwen2a_labels_annotations.csv | |
| advance_qwen2_5o_labels_annotations.csv | |
| ahead-ds_gemma3n_e2b_labels_annotations.csv | |
| ahead-ds_qwen2a_labels_annotations.csv | |
| ahead-ds_qwen2_5o_labels_annotations.csv | |
| tau2019_gemma3n_e2b_labels_annotations.csv | |
| tau2019_qwen2a_labels_annotations.csv | |
| tau2019_qwen2_5o_labels_annotations.csv |
Licence
Licenced under CC-BY-4.0. See LICENCE.txt.
Attribution.
@misc{zhong2026auditoryhumauditoryscenelabel,
title={AuditoryHuM: Auditory Scene Label Generation and Clustering using Human-MLLM Collaboration},
author={Henry Zhong and Jörg M. Buchholz and Julian Maclaren and Simon Carlile and Richard F. Lyon},
year={2026},
eprint={2602.19409},
archivePrefix={arXiv},
primaryClass={cs.SD},
url={https://arxiv.org/abs/2602.19409},
}
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