Search Results for author: Jay Gala

Found 8 papers, 3 papers with code

On the low-shot transferability of [V]-Mamba

no code implementations15 Mar 2024 Diganta Misra, Jay Gala, Antonio Orvieto

The strength of modern large-scale neural networks lies in their ability to efficiently adapt to new tasks with few examples.

Few-Shot Learning Transfer Learning +1

An Empirical Study of In-context Learning in LLMs for Machine Translation

no code implementations22 Jan 2024 Pranjal A. Chitale, Jay Gala, Raj Dabre

While we establish the significance of the quality of the target distribution over the source distribution of demonstrations, we further observe that perturbations sometimes act as regularizers, resulting in performance improvements.

In-Context Learning Machine Translation +2

Adaptive-Labeling for Enhancing Remote Sensing Cloud Understanding

no code implementations9 Nov 2023 Jay Gala, Sauradip Nag, Huichou Huang, Ruirui Liu, Xiatian Zhu

Cloud analysis is a critical component of weather and climate science, impacting various sectors like disaster management.

Management Segmentation

IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages

2 code implementations25 May 2023 Jay Gala, Pranjal A. Chitale, Raghavan AK, Varun Gumma, Sumanth Doddapaneni, Aswanth Kumar, Janki Nawale, Anupama Sujatha, Ratish Puduppully, Vivek Raghavan, Pratyush Kumar, Mitesh M. Khapra, Raj Dabre, Anoop Kunchukuttan

Prior to this work, there was (i) no parallel training data spanning all 22 languages, (ii) no robust benchmarks covering all these languages and containing content relevant to India, and (iii) no existing translation models which support all the 22 scheduled languages of India.

Machine Translation Sentence +1

A Federated Approach for Hate Speech Detection

1 code implementation18 Feb 2023 Jay Gala, Deep Gandhi, Jash Mehta, Zeerak Talat

Hate speech detection has been the subject of high research attention, due to the scale of content created on social media.

Hate Speech Detection

Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search

no code implementations1 Dec 2021 Jay Gala, Pengtao Xie

In this work, we aim to investigate how effectively we can leverage this exceptional learning ability to improve machine learning models.

BIG-bench Machine Learning Image Classification +1

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