Search Results for author: Dhananjay Ram

Found 8 papers, 3 papers with code

DEM: Distribution Edited Model for Training with Mixed Data Distributions

no code implementations21 Jun 2024 Dhananjay Ram, Aditya Rawal, Momchil Hardalov, Nikolaos Pappas, Sheng Zha

Training with mixed data distributions is a common and important part of creating multi-task and instruction-following models.

Diversity Instruction Following +1

HLAT: High-quality Large Language Model Pre-trained on AWS Trainium

1 code implementation16 Apr 2024 Haozheng Fan, Hao Zhou, Guangtai Huang, Parameswaran Raman, Xinwei Fu, Gaurav Gupta, Dhananjay Ram, Yida Wang, Jun Huan

In this paper, we showcase HLAT: a family of 7B and 70B decoder-only LLMs pre-trained using 4096 AWS Trainium accelerators over 1. 8 trillion tokens.

Language Modelling Large Language Model

Neural Network based End-to-End Query by Example Spoken Term Detection

no code implementations19 Nov 2019 Dhananjay Ram, Lesly Miculicich, Hervé Bourlard

Here, we show that the CNN based matching outperforms DTW based matching using bottleneck features as well.

Dynamic Time Warping Template Matching

Multilingual Bottleneck Features for Query by Example Spoken Term Detection

no code implementations30 Jun 2019 Dhananjay Ram, Lesly Miculicich, Hervé Bourlard

State of the art solutions to query by example spoken term detection (QbE-STD) usually rely on bottleneck feature representation of the query and audio document to perform dynamic time warping (DTW) based template matching.

Dynamic Time Warping Template Matching

A Bayesian Approach to Estimation of Speaker Normalization Parameters

no code implementations19 Oct 2016 Dhananjay Ram, Debasis Kundu, Rajesh M. Hegde

In this work, a Bayesian approach to speaker normalization is proposed to compensate for the degradation in performance of a speaker independent speech recognition system.

speech-recognition Speech Recognition

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