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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'title'})
This happened while the json dataset builder was generating data using
zip://corpus/human.jsonl::/tmp/hf-datasets-cache/medium/datasets/78656308063164-config-parquet-and-info-IR-Cocktail-scifact-e23a091c/downloads/da90236eacf803a92313b190bd8cbe5e06ddfdfe95b1b75a872dd434e1278c94
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
_id: string
title: string
text: string
metadata: struct<>
to
{'_id': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'metadata': {'13734012': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '44265107': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '33409100': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '6490571': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '12670680': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '24341590': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '12428497': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '11705328': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '13497630': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '18174210': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '56893404': [{'sen
...
equence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '52873726': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '9650982': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '44172171': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '13768432': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '11041152': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '11718220': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '27910499': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '20231138': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '12885341': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}], '23895668': [{'sentences': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None), 'label': Value(dtype='string', id=None)}]}}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1324, 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 938, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'title'})
This happened while the json dataset builder was generating data using
zip://corpus/human.jsonl::/tmp/hf-datasets-cache/medium/datasets/78656308063164-config-parquet-and-info-IR-Cocktail-scifact-e23a091c/downloads/da90236eacf803a92313b190bd8cbe5e06ddfdfe95b1b75a872dd434e1278c94
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)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.
_id
string | text
string | metadata
dict |
|---|---|---|
0 | 0-dimensional biomaterials lack inductive properties. | {
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} |
2 | 1 in 5 million in UK have abnormal PrP positivity. | {
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4 | 1-1% of colorectal cancer patients are diagnosed with regional or distant metastases. | {
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6 | 10% of sudden infant death syndrome (SIDS) deaths happen in newborns aged less than 6 months. | {
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9 | 32% of liver transplantation programs required patients to discontinue methadone treatment in 2001. | {
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10 | 4-PBA treatment decreases endoplasmic reticulum stress in response to general endoplasmic reticulum stress markers. | {
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11 | 4-PBA treatment raises endoplasmic reticulum stress in response to general endoplasmic reticulum stress markers. | {
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12 | 40mg/day dosage of folic acid and 2mg/day dosage of vitamin B12 does not affect chronic kidney disease (CKD) progression. | {
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17 | 53% of perinatal mortality is due to low birth weight. | {
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18 | 61% of colorectal cancer patients are diagnosed with regional or distant metastases. | {
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20 | 7-day-old adult Caenorhabditis elegans exhibit approximately 75% of the learning capacity seen in 1-day old adults. | {
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24 | 90% of patients with melanoma and an objective response to PD-1 blockade will experience a progression in their melanoma. | {
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25 | 90% of sudden infant death syndrome (SIDS) deaths happen in newborns aged less than 6 months. | {
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26 | A 100g dose of chloroquine chemoprophylactic regimen results in retinal toxicity after 1 year of weekly intake. | {
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27 | A 100g dose of chloroquine chemoprophylactic regimen results in retinal toxicity after 5-6 years of weekly intake. | {
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30 | A breast cancer patient's capacity to metabolize tamoxifen influences treatment outcome. | {
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32 | A country's Vaccine Alliance (GAVI) eligibility is not indictivate of accelerated adoption of the Hub vaccine. | {
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End of preview.
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
Data Description
- Homepage: https://github.com/KID-22/Cocktail
- Repository: https://github.com/KID-22/Cocktail
- Paper: [Needs More Information]
Dataset Summary
All the 16 benchmarked datasets in Cocktail are listed in the following table.
| Dataset | Raw Website | Cocktail Website | Cocktail-Name | md5 for Processed Data | Domain | Relevancy | # Test Query | # Corpus |
|---|---|---|---|---|---|---|---|---|
| MS MARCO | Homepage | Homepage | msmarco |
985926f3e906fadf0dc6249f23ed850f |
Misc. | Binary | 6,979 | 542,203 |
| DL19 | Homepage | Homepage | dl19 |
d652af47ec0e844af43109c0acf50b74 |
Misc. | Binary | 43 | 542,203 |
| DL20 | Homepage | Homepage | dl20 |
3afc48141dce3405ede2b6b937c65036 |
Misc. | Binary | 54 | 542,203 |
| TREC-COVID | Homepage | Homepage | trec-covid |
1e1e2264b623d9cb7cb50df8141bd535 |
Bio-Medical | 3-level | 50 | 128,585 |
| NFCorpus | Homepage | Homepage | nfcorpus |
695327760647984c5014d64b2fee8de0 |
Bio-Medical | 3-level | 323 | 3,633 |
| NQ | Homepage | Homepage | nq |
a10bfe33efdec54aafcc974ac989c338 |
Wikipedia | Binary | 3,446 | 104,194 |
| HotpotQA | Homepage | Homepage | hotpotqa |
74467760fff8bf8fbdadd5094bf9dd7b |
Wikipedia | Binary | 7,405 | 111,107 |
| FiQA-2018 | Homepage | Homepage | fiqa |
4e1e688539b0622630fb6e65d39d26fa |
Finance | Binary | 648 | 57,450 |
| Touché-2020 | Homepage | Homepage | webis-touche2020 |
d58ec465ccd567d8f75edb419b0faaed |
Misc. | 3-level | 49 | 101,922 |
| CQADupStack | Homepage | Homepage | cqadupstack |
d48d963bc72689c765f381f04fc26f8b |
StackEx. | Binary | 1,563 | 39,962 |
| DBPedia | Homepage | Homepage | dbpedia-entity |
43292f4f1a1927e2e323a4a7fa165fc1 |
Wikipedia | 3-level | 400 | 145,037 |
| SCIDOCS | Homepage | Homepage | scidocs |
4058c0915594ab34e9b2b67f885c595f |
Scientific | Binary | 1,000 | 25,259 |
| FEVER | Homepage | Homepage | fever |
98b631887d8c38772463e9633c477c69 |
Wikipedia | Binary | 6,666 | 114,529 |
| Climate-FEVER | Homepage | Homepage | climate-fever |
5734d6ac34f24f5da496b27e04ff991a |
Wikipedia | Binary | 1,535 | 101,339 |
| SciFact | Homepage | Homepage | scifact |
b5b8e24ccad98c9ca959061af14bf833 |
Scientific | Binary | 300 | 5,183 |
| NQ-UTD | Homepage | Homepage | nq-utd |
2e12e66393829cd4be715718f99d2436 |
Misc. | 3-level | 80 | 800 |
Dataset Structure
.
├── corpus # * documents
│ ├── human.jsonl # * human-written corpus
│ └── llama-2-7b-chat-tmp0.2.jsonl # * llm-generated corpus
├── qrels
│ └── test.tsv # * relevance for queries
└── queries.jsonl # * quereis
All Cocktail datasets must contain a humman-written corpus, a LLM-generated corpus, queries and qrels. They must be in the following format:
corpus: a.jsonlfile (jsonlines) that contains a list of dictionaries, each with three fields_idwith unique document identifier,titlewith document title (optional) andtextwith document paragraph or passage. For example:{"_id": "doc1", "title": "title", "text": "text"}queriesfile: a.jsonlfile (jsonlines) that contains a list of dictionaries, each with two fields_idwith unique query identifier andtextwith query text. For example:{"_id": "q1", "text": "q1_text"}qrelsfile: a.tsvfile (tab-seperated) that contains three columns, i.e. thequery-id,corpus-idandscorein this order. Keep 1st row as header. For example:q1 doc1 1
Cite as:
@article{cocktail,
title={Cocktail: A Comprehensive Information Retrieval Benchmark with LLM-Generated Documents Integration},
author={Dai, Sunhao and Liu, Weihao and Zhou, Yuqi and Pang, Liang and Ruan, Rongju and Wang, Gang and Dong, Zhenhua and Xu, Jun and Wen, Ji-Rong},
journal={Findings of the Association for Computational Linguistics: ACL 2024},
year={2024}
}
@article{dai2024neural,
title={Neural Retrievers are Biased Towards LLM-Generated Content},
author={Dai, Sunhao and Zhou, Yuqi and Pang, Liang and Liu, Weihao and Hu, Xiaolin and Liu, Yong and Zhang, Xiao and Wang, Gang and Xu, Jun},
journal={Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
year={2024}
}
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