4 papers
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction
Harsh Maheshwari, Srikanth Tenneti, Alwarappan Nakkiran
Retrieval Augmented Generation (RAG) has emerged as a powerful application of Large Language Models (LLMs), revolutionizing information search and consumption. RAG systems combine…
Contradiction Detection in RAG Systems: Evaluating LLMs as Context Validators for Improved Information Consistency
Vignesh Gokul, Srikanth Tenneti, Alwarappan Nakkiran
Retrieval Augmented Generation (RAG) systems have emerged as a powerful method for enhancing large language models (LLMs) with up-to-date information. However, the retrieval step i…
Robust Audio Anomaly Detection
Wo Jae Lee, Karim Helwani, Arvindh Krishnaswamy +1
We propose an outlier robust multivariate time series model which can be used for detecting previously unseen anomalous sounds based on noisy training data. The presented approach…
Low-Complexity, Real-Time Joint Neural Echo Control and Speech Enhancement Based On PercepNet
Jean-Marc Valin, Srikanth Tenneti, Karim Helwani +2
Speech enhancement algorithms based on deep learning have greatly surpassed their traditional counterparts and are now being considered for the task of removing acoustic echo from…