Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

Related tags

Deep LearningCMST
Overview

Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages

Code for the paper titled "Prabhupadavani: A Code-mixed Speech Translation Data for 25 languages"

File organization

  • Preprocessing : contains all files used to preprocess the data (Python 3.6)
  • Data : contains data required to run this code
  • Statistics : contains all files that contains statistics of the dataset

Dataset

file name discription
train/test/dev.csv This is the dataset for code-mixed Speech Translation.
chopped_audios This contains all the audios, transcription and translation.

Statistics of Corpora contained

Languages #types #tokens Types per line Tokens per line Avg. token length
English[100%] 40,324 601889 10.58 11.27 4.92
French (France) 50510 645651 11.38 12.09 5.08
German[100%] 50748 584575 10.44 10.95 5.57
Gujarati[100%] 41959 584989 10.37 10.95 4.46
Hindi[100%] 29744 716800 12.36 13.42 3.74
Hungarian[100%] 84872 506608 9.13 9.49 5.89
Indonesian[100%] 39365 653374 11.54 12.23 6.14
Italian[100%] 52372 512061 9.23 9.59 5.37
Latvian[100%] 70040 477106 8.69 8.93 5.72
Lithuanian[100%] 75222 491558 8.92 9.2 6.04
Nepali[100%] 52630 570268 10.03 10.68 4.88
Persian (Farsi)[100%] 51722 598096 10.61 11.2 4.1
Polish[100%] 71662 494263 8.99 9.25 5.86
Portuguese (Brazil)[100%] 50087 608432 10.8 11.39 5.12
Russian[100%] 72162 490908 8.96 9.19 5.79
Slovak[100%] 73789 520465 9.39 9.75 5.37
Slovenian[100%] 68619 516649 9.35 9.67 5.3
Spanish[100%] 49806 608868 10.75 11.4 5.07
Swedish[100%] 48233 581751 10.31 10.89 5
Tamil[100%] 84183 460678 8.37 8.63 7.65
Telugu[100%] 72006 464665 8.34 8.7 6.56
Turkish[100%] 78957 453521 8.27 8.49 6.35
Bulgarian[100%] 60712 564150 10.1 10.56 5.24
Croatian[100%] 73075 531326 9.58 9.95 5.28
Danish[100%] 50170 587253 10.4 11 4.98
Dutch[100%] 42716 595464 10.52 11.15 5.05

Code-mixing

All languages in Code-mixing

Language Total Words Unique Words Percentage
English 500136 6312 83.6
Bengali 46933 3907 7.84
Sanskrit 51246 7202 8.56
Total 598315 17421 100

Types of Code-mixing

English-Sanskrit Sanskrit-English English-Bengali Bengali-English
Inter-Sentential 2356 2366 339 339
Intra-Sentential 2338 851 124 0
Owner
Ayush Daksh
IIT Kharagpur | Mathematics & Computing | 3rd Year | NLP | UG Researcher
Ayush Daksh
GitHub Repository
[ICCV2021] IICNet: A Generic Framework for Reversible Image Conversion

IICNet - Invertible Image Conversion Net Official PyTorch Implementation for IICNet: A Generic Framework for Reversible Image Conversion (ICCV2021). D

felixcheng97 55 Dec 06, 2022
Localization Distillation for Object Detection

Localization Distillation for Object Detection This repo is based on mmDetection. This is the code for our paper: Localization Distillation

274 Dec 26, 2022
Deep Convolutional Generative Adversarial Networks

Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford, Luke Metz, Soumith Chintala All images in t

Alec Radford 3.4k Dec 29, 2022
Asynchronous Advantage Actor-Critic in PyTorch

Asynchronous Advantage Actor-Critic in PyTorch This is PyTorch implementation of A3C as described in Asynchronous Methods for Deep Reinforcement Learn

Reiji Hatsugai 38 Dec 12, 2022
This is a re-implementation of TransGAN: Two Pure Transformers Can Make One Strong GAN (CVPR 2021) in PyTorch.

TransGAN: Two Transformers Can Make One Strong GAN [YouTube Video] Paper Authors: Yifan Jiang, Shiyu Chang, Zhangyang Wang CVPR 2021 This is re-implem

Ahmet Sarigun 79 Jan 05, 2023
Skyformer: Remodel Self-Attention with Gaussian Kernel and Nystr\"om Method (NeurIPS 2021)

Skyformer This repository is the official implementation of Skyformer: Remodel Self-Attention with Gaussian Kernel and Nystr"om Method (NeurIPS 2021).

Qi Zeng 46 Sep 20, 2022
PyTorch Implementation of "Non-Autoregressive Neural Machine Translation"

Non-Autoregressive Transformer Code release for Non-Autoregressive Neural Machine Translation by Jiatao Gu, James Bradbury, Caiming Xiong, Victor O.K.

Salesforce 261 Nov 12, 2022
A PaddlePaddle version of Neural Renderer, refer to its PyTorch version

Neural 3D Mesh Renderer in PadddlePaddle A PaddlePaddle version of Neural Renderer, refer to its PyTorch version Install Run: pip install neural-rende

AgentMaker 13 Jul 12, 2022
Pytorch Implementation of Various Point Transformers

Pytorch Implementation of Various Point Transformers Recently, various methods applied transformers to point clouds: PCT: Point Cloud Transformer (Men

Neil You 434 Dec 30, 2022
AlphaBot2 Pi Core software for interfacing with the various components.

AlphaBot2-Pi-Core AlphaBot2 Pi Core software for interfacing with the various components. This project is currently a W.I.P. I will update this readme

KyleDev 1 Feb 13, 2022
An official implementation of the Anchor DETR.

Anchor DETR: Query Design for Transformer-Based Detector Introduction This repository is an official implementation of the Anchor DETR. We encode the

MEGVII Research 276 Dec 28, 2022
Pyramid Pooling Transformer for Scene Understanding

Pyramid Pooling Transformer for Scene Understanding Requirements: torch 1.6+ torchvision 0.7.0 timm==0.3.2 Validated on torch 1.6.0, torchvision 0.7.0

Yu-Huan Wu 119 Dec 29, 2022
It's like Shape Editor in Maya but works with skeletons (transforms).

Skeleposer What is Skeleposer? Briefly, it's like Shape Editor in Maya, but works with transforms and joints. It can be used to make complex facial ri

Alexander Zagoruyko 1 Nov 11, 2022
A fast and easy to use, moddable, Python based Minecraft server!

PyMine PyMine - The fastest, easiest to use, Python-based Minecraft Server! Features Note: This list is not always up to date, and doesn't contain all

PyMine 144 Dec 30, 2022
Convnet transfer - Code for paper How transferable are features in deep neural networks?

How transferable are features in deep neural networks? This repository contains source code necessary to reproduce the results presented in the follow

Jason Yosinski 143 Sep 13, 2022
Cobalt Strike teamserver detection.

Cobalt-Strike-det Cobalt Strike teamserver detection. usage: cobaltstrike_verify.py [-l TARGETS] [-t THREADS] optional arguments: -h, --help show this

TimWhite 17 Sep 27, 2022
Improved Fitness Optimization Landscapes for Sequence Design

ReLSO Improved Fitness Optimization Landscapes for Sequence Design Description Citation How to run Training models Original data source Description In

Krishnaswamy Lab 44 Dec 20, 2022
This repository contains the DendroMap implementation for scalable and interactive exploration of image datasets in machine learning.

DendroMap DendroMap is an interactive tool to explore large-scale image datasets used for machine learning. A deep understanding of your data can be v

DIV Lab 33 Dec 30, 2022
Certifiable Outlier-Robust Geometric Perception

Certifiable Outlier-Robust Geometric Perception About This repository holds the implementation for certifiably solving outlier-robust geometric percep

83 Dec 31, 2022
基于DouZero定制AI实战欢乐斗地主

DouZero_For_Happy_DouDiZhu: 将DouZero用于欢乐斗地主实战 本项目基于DouZero 环境配置请移步项目DouZero 模型默认为WP，更换模型请修改start.py中的模型路径 运行main.py即可 SL (baselines/sl/): 基于人类数据进行深度学习

1.5k Jan 08, 2023