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Making LoRA Identifiable: Orthogonal Alignment for Continual Learning
Pratik Rakesh Singh, Mohammadi Zaki, Akash Saha +2
There is growing interest in applying Parameter-Efficient Fine-Tuning (PEFT) to Continual Learning, as it enables faster training, mitigates catastrophic forgetting, and facilitate…
Document Retrieval-Aware Chunking (D-RAC): Universal Retrieval-Aware Ingestion of Enterprise Documents via PDF Normalization and Multimodal Markdown Conversion
Uday Allu, Abhivanth Sivaprakash, Pratik Singh +1
Retrieval-Augmented Generation (RAG) systems over enterprise knowledge bases must ingest heterogeneous document formats -- PDFs, Word documents, presentations, and scans -- whose c…
Graph-Based Phonetic Error Correction of Noisy ASR
Pratik Rakesh Singh, Mohammadi Zaki, Aneesh Mukkamala +1
Automatic speech recognition (ASR) systems, despite low overall word error rates, produce residual lexical errors that disproportionately affect semantically critical tokens such a…