File size: 1,709 Bytes
602fbf7 dd9dd66 5fc762f dd9dd66 602fbf7 dd9dd66 5fc762f 602fbf7 babf276 602fbf7 c66f6da |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 |
---
dataset_info:
- config_name: corpus
features:
- name: _id
dtype: string
- name: text
dtype: string
splits:
- name: train
num_bytes: 4227131
num_examples: 2919
download_size: 2400927
dataset_size: 4227131
- config_name: queries
features:
- name: _id
dtype: string
- name: text
dtype: string
splits:
- name: train
num_bytes: 5352
num_examples: 50
download_size: 5242
dataset_size: 5352
- config_name: relevance
features:
- name: query-id
dtype: string
- name: positive-corpus-ids
sequence: string
- name: bm25-ranked-ids
sequence: string
splits:
- name: train
num_bytes: 1697661
num_examples: 50
download_size: 244739
dataset_size: 1697661
configs:
- config_name: corpus
data_files:
- split: train
path: corpus/train-*
- config_name: queries
data_files:
- split: train
path: queries/train-*
- config_name: relevance
data_files:
- split: train
path: relevance/train-*
language:
- en
tags:
- sentence-transformers
size_categories:
- 1K<n<10K
---
# NanoBEIR SciFact with BM25 rankings
This dataset is an updated variant of [NanoSciFact](https://huggingface.co/datasets/zeta-alpha-ai/NanoSciFact), which is a subset of the SciFact dataset from the Benchmark for Information Retrieval (BEIR).
SciFact was created as a subset of the rather large BEIR, designed to be more efficient to run. This dataset adds a `bm25-ranked-ids` column to the `relevance` subset, which contains a ranking of every single passage in the corpus to the query.
This dataset is used in Sentence Transformers for evaluating CrossEncoder (i.e. reranker) models on NanoBEIR by reranking the top *k* results from BM25. |