AuditoryHuM: Auditory Scene Label Generation and Clustering using Human-MLLM Collaboration
Paper
• 2602.19409 • Published
Dataset Viewer
The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code: FeaturesError
Exception: ParserError
Message: Error tokenizing data. C error: Expected 24 fields in line 9, saw 26
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
iterable_dataset = iterable_dataset._resolve_features()
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3608, in _resolve_features
features = _infer_features_from_batch(self.with_format(None)._head())
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2368, in _head
return next(iter(self.iter(batch_size=n)))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2573, in iter
for key, example in iterator:
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2060, in __iter__
for key, pa_table in self._iter_arrow():
^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2082, in _iter_arrow
yield from self.ex_iterable._iter_arrow()
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 544, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 383, in _iter_arrow
for key, pa_table in self.generate_tables_fn(**gen_kwags):
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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 26Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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_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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