Minibatch selection for Language Models via Partition Matroid Constrained Gradient Matching
Prayas Agrawal · Prateek Chanda · Ishita Khatri · Ganesh Ramakrishnan · Bamdev Mishra · Pratik Kumar Jawanpuria
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Prayas Agrawal · Prateek Chanda · Ishita Khatri · Ganesh Ramakrishnan · Bamdev Mishra · Pratik Kumar Jawanpuria
Maharaj Brahma · N J Karthika · Rajat Verma · Nagasai Saketh Naidu · Rohit Saluja · Maunendra Sankar Desarkar · Ganesh Ramakrishnan
Tokenization plays a pivotal role in NLP and is fundamental to training language models. However, existing tokenizers are often skewed towards high-resource languages, limiting their effectiveness for linguistically diverse and morphologically rich languages such as those in the Indian subcontine...
Rishabh Kumar · Abhinav Painuli · Chriss Philip Saji · Devesh Soni · Amrith Krishna · Ganesh Ramakrishnan
Quality management when creating large-scale speech datasets is essential for building reliable downstream models, yet verification pipelines are often brittle, domain-specific, and expertise-intensive. We introduce SpeechQM-Agent , a natural language-driven agentic framework that compiles user r...