Edit on GitHub 

model = AutoAdapterModel.from_pretrained("bert-base-multilingual-uncased")
config = AdapterConfig.load("pfeiffer")
model.load_adapter("sentiment/hinglish-twitter-sentiment@nirantk", config=config)

Description

Adapter for Hinglish Sentiment Analysis, based on SemEval 2020 Task 9

Properties

Pre-trained model
bert-base-multilingual-uncased
Adapter type
Task
Prediction Head
  Yes
Task
Sentiment Analysis
Dataset
Hinglish Sentiment

Architecture

Name
pfeiffer
Non-linearity
relu
Reduction factor
16
{
  "ln_after": false,
  "ln_before": false,
  "mh_adapter": false,
  "output_adapter": true,
  "adapter_residual_before_ln": false,
  "non_linearity": null,
  "original_ln_after": true,
  "original_ln_before": true,
  "reduction_factor": null,
  "residual_before_ln": true
}

Author

  Name
Meghana Bhange, Nirant K
  E-Mail
hinglish@nirantk.com
  Web
https://github.com/NirantK
  GitHub
NirantK
  Twitter
@NirantK

Versions

Identifier Comment Score Download
1 DEFAULT 3 class, sentiment analysis adapter finetuned on Tweets data annotated by crowdsouring via SemEval 2020 Task 9

Citations

Adapter
@article{Hinglish,
    title={HinglishNLP: Fine-tuned Language Models for Hinglish Sentiment Detection},
    author={Meghana Bhange,
            Nirant Kasliwal,
    journal={ArXiv},
    year={2020}
}
Architecture
@misc{pfeiffer2020adapterfusion,
  title={AdapterFusion: Non-Destructive Task Composition for Transfer Learning},
  author={Jonas Pfeiffer and Aishwarya Kamath and Andreas Rücklé and Kyunghyun Cho and Iryna Gurevych},
  year={2020},
  eprint={2005.00247},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
Task
@inproceedings{patwa2020sentimix,
title={SemEval-2020 Task 9: Overview of Sentiment Analysis of Code-Mixed Tweets},
author={Patwa, Parth and
        Aguilar, Gustavo and
        Kar, Sudipta and
        Pandey, Suraj and
        PYKL, Srinivas and
        Gamb{\"a}ck, Bj{\"o}rn and
        Chakraborty, Tanmoy and
        Solorio, Thamar and  
        Das, Amitava},
booktitle = {Proceedings of the 14th International Workshop on Semantic Evaluation ({S}em{E}val-2020)},
year = {2020},
month = {December},
address = {Barcelona, Spain},
publisher = {Association for Computational Linguistics}
}