Search Results for author: Isha Joshi

Found 7 papers, 1 papers with code

PICT@WAT 2022: Neural Machine Translation Systems for Indic Languages

no code implementations WAT 2022 Anupam Patil, Isha Joshi, Dipali Kadam

For the respective translations of English to Malayalam, Bengali, and Hindi, we obtained BLEU scores of 19. 50, 32. 90, and 41. 80 for the challenge subset and 30. 60, 39. 80, and 42. 90 on the benchmark evaluation subset data.

Machine Translation Translation

Robust Sentiment Analysis for Low Resource languages Using Data Augmentation Approaches: A Case Study in Marathi

no code implementations1 Oct 2023 Aabha Pingle, Aditya Vyawahare, Isha Joshi, Rahul Tangsali, Geetanjali Kale, Raviraj Joshi

While sentiment analysis research has been extensively conducted in English and other Western languages, there exists a significant gap in research efforts for sentiment analysis in low-resource languages.

Data Augmentation Pseudo Label +3

L3Cube-MahaSent-MD: A Multi-domain Marathi Sentiment Analysis Dataset and Transformer Models

1 code implementation24 Jun 2023 Aabha Pingle, Aditya Vyawahare, Isha Joshi, Rahul Tangsali, Raviraj Joshi

The exploration of sentiment analysis in low-resource languages, such as Marathi, has been limited due to the availability of suitable datasets.

Sentiment Analysis

Implementing Deep Learning-Based Approaches for Article Summarization in Indian Languages

no code implementations12 Dec 2022 Rahul Tangsali, Aabha Pingle, Aditya Vyawahare, Isha Joshi, Raviraj Joshi

The research on text summarization for low-resource Indian languages has been limited due to the availability of relevant datasets.

Text Summarization

Hierarchical Neural Network Approaches for Long Document Classification

no code implementations18 Jan 2022 Snehal Khandve, Vedangi Wagh, Apurva Wani, Isha Joshi, Raviraj Joshi

Along with the hierarchical approaches, this work also provides a comparison of different deep learning algorithms like USE, BERT, HAN, Longformer, and BigBird for long document classification.

Document Classification Sentence +2

Comparative Study of Long Document Classification

no code implementations1 Nov 2021 Vedangi Wagh, Snehal Khandve, Isha Joshi, Apurva Wani, Geetanjali Kale, Raviraj Joshi

We re-iterate that long document classification is a simpler task and even basic algorithms perform competitively with BERT-based approaches on most of the datasets.

BIG-bench Machine Learning Document Classification +1

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