Search Results for author: Ananya Joshi

Found 5 papers, 2 papers with code

Outlier Ranking in Large-Scale Public Health Streams

no code implementations2 Jan 2024 Ananya Joshi, Tina Townes, Nolan Gormley, Luke Neureiter, Roni Rosenfeld, Bryan Wilder

Disease control experts inspect public health data streams daily for outliers worth investigating, like those corresponding to data quality issues or disease outbreaks.

Outlier Detection

Harnessing Pre-Trained Sentence Transformers for Offensive Language Detection in Indian Languages

no code implementations3 Oct 2023 Ananya Joshi, Raviraj Joshi

In our increasingly interconnected digital world, social media platforms have emerged as powerful channels for the dissemination of hate speech and offensive content.

Hate Speech Detection Sentence +2

Computationally Assisted Quality Control for Public Health Data Streams

2 code implementations29 Jun 2023 Ananya Joshi, Kathryn Mazaitis, Roni Rosenfeld, Bryan Wilder

However, existing outlier detection frameworks perform poorly on this task because they do not account for the data volume or for the statistical properties of public health streams.

Decision Making Outlier Detection

L3Cube-IndicSBERT: A simple approach for learning cross-lingual sentence representations using multilingual BERT

no code implementations22 Apr 2023 Samruddhi Deode, Janhavi Gadre, Aditi Kajale, Ananya Joshi, Raviraj Joshi

We propose a simple yet effective approach to convert vanilla multilingual BERT models into multilingual sentence BERT models using synthetic corpus.

Sentence Sentence Similarity +1

L3Cube-MahaSBERT and HindSBERT: Sentence BERT Models and Benchmarking BERT Sentence Representations for Hindi and Marathi

1 code implementation21 Nov 2022 Ananya Joshi, Aditi Kajale, Janhavi Gadre, Samruddhi Deode, Raviraj Joshi

We evaluate these models on real text classification datasets to show embeddings obtained from synthetic data training are generalizable to real datasets as well and thus represent an effective training strategy for low-resource languages.

Benchmarking Machine Translation +7

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