An End-to-End Transformer-Based Automatic Speech Recognition for Qur’an Reciters

The attention-based encoder-decoder technique,known as the trans-former,is used to enhance the performance of end-to-end automatic speech recognition(ASR).This research focuses on applying ASR end-toend transformer-based models for the Arabic language,as the researchers’community pays little attention to it.The Muslims Holy Qur’an book is written using Arabic diacritized text.In this paper,an end-to-end transformer model to building a robust Qur’an vs.recognition is proposed.The acoustic model was built using the transformer-based model as deep learning by the PyTorch framework.A multi-head attention mechanism is utilized to represent the encoder and decoder in the acoustic model.AMel filter bank is used for feature extraction.To build a language model(LM),the Recurrent Neural Network(RNN)and Long short-term memory(LSTM)were used to train an n-gram word-based LM.As a part of this research,a new dataset of Qur’an verses and their associated transcripts were collected and processed for training and evaluating the proposed model,consisting of 10 h of.wav recitations performed by 60 reciters.The experimental results showed that the proposed end-to-end transformer-based model achieved a significant low character error rate(CER)of 1.98%and a word error rate(WER)of 6.16%.We have achieved state-of-the-art end-to-end transformer-based recognition for Qur’an reciters.

The Pros and Cons of Recite Strategies in English Teaching

Recitation is the basis of second language acquisition theory according to well-known American linguist Krashen[1].Recitation has a very long history in China's traditional culture and education,it’s one of the most important way of learning mother tongue and also plays a pivotal role in the English teaching.However,some scholars have found that the input of recitation focus only on formal、shallow processing and mechanical memory,but it can’t achieve the discourse of representation and enhanced language learning affection in the long-term memory.The author of this paper,talking about the pros and cons of recite strategy from multi-angle,analysis the conducive methods of recitation in English teaching of our Chinese-style high school.

Effects of QD2R Numeracy Enhancement Strategy on the Mathematics Performance of Grade 10 Students

Learning mathematics requires an effective and strategic teaching approach.This study aimed to assess the mathematics performance of the learners with the implementation of the numeracy enhancement strategy QD2R(Questions,Drills,Repetition,and Recitation)and to propose a strategy implementation plan to elevate their performances.This study employed the use of a quasi-experimental research design,purposive sampling with 70 Grade 10 students of Lian National High School who were distributed equally to control and treatment groups.The pre-test and post-test results were statistically analyzed using independent and paired sample t-tests,and a survey questionnaire was examined by getting the mean and standard deviation.The results indicated that better performance was achieved by the students from the treatment group compared to the students from the control group,as revealed by the Mean Percentage Score(MPS)results,mean scores,and P values of their pre-test and post-test scores.The learners’perception of the implementation of this strategy was to a great extent,wherein it was perceived to be more helpful in concepts related to understanding the lesson compared to concepts related to developing their attitude and skills.Moreover,the proposed implementation plan of numeracy enhancement strategy QD2R had three expected outcomes:elevated understanding and performance in mathematics lessons;modified strategy to focus on the development of attitude and skills towards mathematics;and refined and well-implemented QD2R strategy in teaching mathematics.Relative to these expected outcomes,appropriate measures,timeframe,and resources of each were comprehensively formulated.

My Baby Sang Lan——As Recited by Her Father

I looked forward to having a daughter when my wife was expecting;I longed the birth of a beautiful angel. I imagined her cute face andI swore that I would dress her up after she came to this world,hoping that people everywhere would praise her beauty and loveliness.

Application of Reciting Methods on Secondary School Oral English Learning — based on Krashen's Input Hypothesis

It has been found that a large amount of students are not able to communicate fluently and lack self-confidence. Therefore, they lost interest in English. This paper first introduces Stephen Krashen's Input Hypothesis. Through analyzing the influencing factors of oral English learning and the significance of reciting methods, the article explored the concrete reciting methods. I hope it will shed some light on the English teaching and learning practice.

Virtual Learning System (Miqra’ah) for Quran Recitations for Sighted and Blind Students

Quran has ten famous recitations and twenty different narrations. It is well known that the best way is to learn from qualified and authentic scientists (Sheikh's) in one or more of these narrations. Due to 1) the widespread of the Internet and the ease of use and availability of computers and the smart phones that enables access to the Internet;2) the business of people hindering them to attend physical learning environments;and 3) the very few number of elder licensed scientists, we have developed a virtual learning system (Electronic Miqra’ah). Scientists can supervise remotely the registered students. Students (from different ages) can register from anywhere in the world given that they have Internet connection. Students can interact with the scientist in real time so that they can help them memorize (Tahfeez), guide them for error correction, and give them lectures or lessons through virtual learning rooms. The targeted groups of users can be nonblind people, blind people, manual-disabled people and illiterate people. We have developed this system such that it takes the commands via voice in addition to the normal inputs like mouse and keyboard. Users can dictate the commands to the system orally and the system recognizes the spoken phrases and executes them. We have developed an efficient speech recognition engine that is speaker independent and accent independent. The system administrators create several virtual learning rooms and register the licensed scientists. Administrators prepare a daily schedule for each room. Students can register to any of these rooms by pronouncing its name. Each student is allocated a portion of time where he/she can interact directly by voice with the scientist. Other students can listen to the current student’s recitation and the error corrections, guidance or lessons from the scientists.

The Role of Recitation in Second Language Learning

The current study reviews previous researches on the role of recitation in foreign language learning. It is proved that recitation is not only a good way of input but also facilitate the fluency and accuracy of output.

An Analysis of Discourse in the English Listening and Speaking Class

This paper focuses on the educational discourse in English class for vocational college students. Recitation, responsive,and responsive-collaborative script will be literally introduced at the beginning. Meanwhile, a methodology of the research will be specified. And then two pieces of transcripts in a real English listening class would be extracted and analyzed, in order to detailedly understand the functions and pros and cons of the three scripts, and then try to get a conclusion about the appropriate combination of classroom discourse script.

Guidance on How English Recitation Improve English Learning

Unlike Chinese,English has its language features.For Chinese students living in a non-English environment,recitation,as an optimal way,matters to learners to accumulate language materials.In this connection,authentic English texts provide a way for them to understand western culture.This paper aims to discuss the significance of English recitation in cultivating students’English language ability and how to selectively recite English texts.