5 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…
CourtNav: Voice-Guided, Anchor-Accurate Navigation of Long Legal Documents in Courtrooms
Sai Khadloya, Kush Juvekar, Arghya Bhattacharya +1
Judicial work depends on close reading of long records, charge sheets, pleadings, annexures, orders, often spanning hundreds of pages. With limited staff support, exhaustive readin…
Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning
Kush Juvekar, Arghya Bhattacharya, Sai Khadloya +1
Large language models (LLMs) are entering legal workflows, yet we lack a jurisdiction-specific framework to assess their baseline competence therein. We use India's public legal ex…
File System Aging
Alex Conway, Ainesh Bakshi, Arghya Bhattacharya +11
File systems must allocate space for files without knowing what will be added or removed in the future. Over the life of a file system, this may cause suboptimal file placement dec…