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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type
struct<msmarco_neg: list<item: int64>>
to
{'bm25': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)}
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 2261, in cast_table_to_schema
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2261, in <listcomp>
                  arrays = [cast_array_to_feature(table[name], feature) for name, feature in features.items()]
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 1802, in <listcomp>
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2122, in cast_array_to_feature
                  raise TypeError(f"Couldn't cast array of type\n{_short_str(array.type)}\nto\n{_short_str(feature)}")
              TypeError: Couldn't cast array of type
              struct<msmarco_neg: list<item: int64>>
              to
              {'bm25': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)}
              
              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 1524, 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 1099, in stream_convert_to_parquet
                  builder._prepare_split(
                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 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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qid
int64
pos
sequence
neg
dict
121,352
[ 2912794 ]
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634,306
[ 1668221 ]
{ "bm25": [ 830424, 1985345, 1153265, 1638798, 2866545, 6587610, 1767082, 8079692, 8144573, 609473, 4771183, 2110665, 4587253, 7138532, 7051965, 1316681, 6958226, 7136857, 2489101, 1316680, 6949099, 379309, 445075, 8834207, 2219858, 6775138, 1733723, 7616205, 6928461, 169073, 6922438, 1474877, 7138991, 462225, 4568812, 497844, 6269180, 6470493, 8590891, 7423598, 2156542, 8604734, 7609045, 7140436, 6905038, 3071224, 1149796, 7137907, 8604731, 29772, 4446079, 5209102, 509775, 1149020, 541872, 1096399, 1188782, 2329218, 462224, 2409089, 445308, 5465382, 1188780, 3982750, 5462183, 5624982, 546350, 6245944, 4872987, 2725054, 5254848, 8604737, 973321, 1484871, 563013, 2110661, 4605325, 1754777, 4823675, 8028990, 2322981, 5090716, 7249792, 3765116, 7138523, 8635511, 4689342, 1174390, 6666930, 546351, 1668218, 6974235, 1728029, 1316675, 3982746, 4620325, 4914177, 1668216, 1149015, 612546, 213877, 4939023, 4312541, 112485, 555211, 1033245, 4637897, 7143616, 7458079, 8078991, 8085016, 8087878, 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MS MARCO Passages Hard Negatives

MS MARCO is a large scale information retrieval corpus that was created based on real user search queries using Bing search engine.

This dataset repository contains files that are helpful to train bi-encoder models e.g. using sentence-transformers.

Training Code

You can find here an example how these files can be used to train bi-encoders: SBERT.net - MS MARCO - MarginMSE

cross-encoder-ms-marco-MiniLM-L-6-v2-scores.pkl.gz

This is a pickled dictionary in the format: scores[qid][pid] -> cross_encoder_score

It contains 160 million cross-encoder scores for (query, paragraph) pairs using the cross-encoder/ms-marco-MiniLM-L-6-v2 model.

msmarco-hard-negatives.jsonl.gz

This is a jsonl file: Each line is a JSON object. It has the following format:

{"qid": 867436, "pos": [5238393], "neg": {"bm25": [...], ...}}

qid is the query-ID from MS MARCO, pos is a list with paragraph IDs for positive passages. neg is a dictionary where we mined hard negatives using different (mainly dense retrieval) systems.

It contains hard negatives mined from BM25 (using ElasticSearch) and the following dense models:

msmarco-distilbert-base-tas-b
msmarco-distilbert-base-v3
msmarco-MiniLM-L-6-v3
distilbert-margin_mse-cls-dot-v2
distilbert-margin_mse-cls-dot-v1
distilbert-margin_mse-mean-dot-v1
mpnet-margin_mse-mean-v1
co-condenser-margin_mse-cls-v1
distilbert-margin_mse-mnrl-mean-v1
distilbert-margin_mse-sym_mnrl-mean-v1
distilbert-margin_mse-sym_mnrl-mean-v2
co-condenser-margin_mse-sym_mnrl-mean-v1

From each system, 50 most similar paragraphs were mined for a given query.

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Models trained or fine-tuned on sentence-transformers/msmarco-hard-negatives