SenTest: Evaluating Robustness of Sentence Encoders

no code implementations • 29 Nov 2023 • Tanmay Chavan, Shantanu Patankar, Aditya Kane, Omkar Gokhale, Geetanjali Kale, Raviraj Joshi

The results of the experiments strongly undermine the robustness of sentence encoders.

Contrastive Learning Information Retrieval +2

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

no code implementations • 1 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

Comparative Study of Long Document Classification

no code implementations • 1 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

ShufText: A Simple Black Box Approach to Evaluate the Fragility of Text Classification Models

no code implementations • 30 Jan 2021 • Rutuja Taware, Shraddha Varat, Gaurav Salunke, Chaitanya Gawande, Geetanjali Kale, Rahul Khengare, Raviraj Joshi

We show that these systems are over-reliant on the important words present in the text that are useful for classification.

General Classification Language Modelling +5