4 papers
SCRIBE: Diagnostic Evaluation and Rich Transcription Models for Indic ASR
Kavya Manohar, Arghya Bhattacharya, Kush Juvekar +1
Automatic speech recognition replaces typing only when correction costs less than manual entry - a threshold determined by error types, not counts: fixing a misrecognized domain te…
Vividh-ASR: A Complexity-Tiered Benchmark and Optimization Dynamics for Robust Indic Speech Recognition
Kush Juvekar, Kavya Manohar, Aditya Srinivas Menon +2
Fine-tuning multilingual ASR models like Whisper for low-resource languages often improves read speech but degrades spontaneous audio performance. To diagnose this mismatch, we int…
Scalable Offline ASR for Command-Style Dictation in Courtrooms
Kumarmanas Nethil, Vaibhav Mishra, Kriti Anandan +1
We propose an open-source framework for Command-style dictation that addresses the gap between resource-intensive Online systems and high-latency Batch processing. Our approach use…
Skit-S2I: An Indian Accented Speech to Intent dataset
Shangeth Rajaa, Swaraj Dalmia, Kumarmanas Nethil
Conventional conversation assistants extract text transcripts from the speech signal using automatic speech recognition (ASR) and then predict intent from the transcriptions. Using…