metadata

language: en
widget:
  - text: Just lost my job...

Detection of employment status disclosures on Twitter

Model main characteristics:

class: Lost Job (1), else (0)
country: US
language: English
architecture: BERT base

Model description

This model is a version of DeepPavlov/bert-base-cased-conversational finetuned to recognize English tweets where a user mentions that she lost her job in the past month. It was trained on English tweets from US-based users. The task is framed as binary classification problem with:

the positive class referring to tweets mentioning that a user recently lost her job (label=1)
the negative class referring to all other tweets (label=0)

Resources

The dataset of English tweets on which this classifier was trained is open-sourced here. Details on the performance can be found in our ACL 2022 paper.

Citation

If you find this model useful, please cite our paper (citation to come soon).