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qid
int64
pos
sequence
neg
dict
121,352
[ 2912794 ]
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906,071
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428,191
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166,621
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YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

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

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