econo-pairs-v2 / README.md
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---
dataset_info:
features:
- name: text1
dtype: string
- name: text2
dtype: string
- name: label
dtype: float32
splits:
- name: train
num_bytes: 214876315.2
num_examples: 45044
- name: test
num_bytes: 53719078.8
num_examples: 11261
download_size: 153023068
dataset_size: 268595394
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: test
path: data/test-*
license: apache-2.0
language:
- en
task_categories:
- sentence-similarity
- text-classification
tags:
- finance
- economics
size_categories:
- 10K<n<100K
---
# Dataset card
The dataset econo-pairs-v2 is the second version of "econo-pairs". This dataset is built on top of the ["samchain/bis_central_bank_speeches"](https://huggingface.co/datasets/samchain/bis_central_bank_speeches) dataset.
It is made of pairs of sequences of 512 tokens. The pairs are built following this approach:
- If both sequences are coming from the same speech, the label is 1.0
- If the sequences are coming from two different speeches but from the same central bank, the label is 0.5
- If the sequences are coming from two different speeches and two different central banks, the label is 0.0
## Why a new version ?
This dataset presents two improvements vs the prior:
- More data cleaning, especially we made our best effort to prevent having non-sense speeches or wrongly utf decoded characters
- A better nuance of similarity and dissimilarity as we introduce a middle ground with the 0.5 labels
## Credits
Full credits to the [Bank of International Settlements](https://www.bis.org/) for making the resource available through the internet.
Credits to Samuel Chaineau for making it available on HF Hub.