3 papers
cs.CL2026
Dynamic Multi-Expert Projectors with Stabilized Routing for Multilingual Speech Recognition
Isha Pandey, Ashish Mittal, Vartul Bahuguna +1
Recent advances in LLM-based ASR connect frozen speech encoders with Large Language Models (LLMs) via lightweight projectors. While effective in monolingual settings, a single proj…
cs.SE2026
Lost in Transcription: How Speech-to-Text Errors Derail Code Understanding
Jayant Havare, Ashish Mittal, Srikanth Tamilselvam +1
Code understanding is a foundational capability in software engineering tools and developer workflows. However, most existing systems are designed for English-speaking users intera…
cs.HC2025
CodeVaani: A Multilingual, Voice-Based Code Learning Assistant
Jayant Havare, Srikanth Tamilselvam, Ashish Mittal +4
Programming education often assumes English proficiency and text-based interaction, creating barriers for students from multilingual regions such as India. We present CodeVaani, a…