4 papers · 1 filter
FixItFlow: Automated Troubleshooting Guide Generation from Cloud Incidents
Srihari Unnikrishnan, Jaskaran Singh Walia, Drishti Goel +1
Cloud services experience frequent incidents that require rapid diagnosis and resolution. Troubleshooting guides help engineers respond consistently, but creating them manually is…
AfroXLMR-Comet: Multilingual Knowledge Distillation with Attention Matching for Low-Resource languages
Joshua Sakthivel Raju, Sanjay S, Jaskaran Singh Walia +2
Language model compression through knowledge distillation has emerged as a promising approach for deploying large language models in resource-constrained environments. However, exi…
MAGE: Multi-Head Attention Guided Embeddings for Low Resource Sentiment Classification
Varun Vashisht, Samar Singh, Mihir Konduskar +2
Due to the lack of quality data for low-resource Bantu languages, significant challenges are presented in text classification and other practical implementations. In this paper, we…
Cross-lingual transfer of multilingual models on low resource African Languages
Harish Thangaraj, Ananya Chenat, Jaskaran Singh Walia +1
Large multilingual models have significantly advanced natural language processing (NLP) research. However, their high resource demands and potential biases from diverse data source…