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Original Article
16 (
1
); 21-25
doi:
10.25259/JHASNU_10_2025

Learning New Words in Non-Native Language Using Rote and Akshara Based Learning Strategies: An Exploratory Study

Department of Audiology and Speech Language Pathology, Taibah University, Al Medina, Saudi Arabia
Department of Speech and Hearing, Father Muller College, Kankanady, Mangaluru, India
Department of Speech and Hearing, Mar Thoma College of Speech and Hearing, Kasargod, India
Samagra Child Development Centre, Taliparamba, Kannur, Kerala, India
Department of Respiratory Therapy, Taibah University, Al Medina, Saudi Arabia Al Medina, Saudi Arabia

*Corresponding author: Melissa Benedicta Saldanha, Department of Audiology and Speech Language Pathology, Father Muller College, Kankanady, Mangaluru, India. Melissaslp21@ gmail.com

Licence
This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-Share Alike 4.0 License, which allows others to remix, transform, and build upon the work non-commercially, as long as the author is credited and the new creations are licensed under the identical terms.

How to cite this article: Puttanna D, Saldanha MB, Charly M, Jolly S, Bangi NA. Learning New Words in Non-Native Language Using Rote and Akshara Based Learning Strategies: An Exploratory Study. J Health Allied Sci NU. 2026;16:21-5. doi: 10.25259/JHASNU_10_2025

Abstract

Objectives

Vocabulary acquisition is considered crucial in second language learning for those aiming to achieve high proficiency. Traditionally, the rote learning approach is characterised by memorisation of vocabulary through repetition. It is also considered one of the most popular methods for acquiring new languages. On the other hand, a few seminal research works suggest that Akshara-based approaches, which are rooted in training syllables and script-based learning, may offer unique advantages in specific linguistic contexts. The Akshara system is prevalent in languages that follow alpha syllabary systems, and this may positively influence memory retention and cognitive processing of learning new vocabulary. To better understand the uncertainties and interesting phenomena in word-learning approaches to vocabulary acquisition in new languages, the current study aimed to compare rote learning strategies with Akshara-based word learning among native speakers of the Kannada and Malayalam languages.

Material and Methods

A total of 30 participants, aged between 18 and 25 years, were recruited for the study. Two sets of words, each containing 15 words, were listed in both languages. The first set was designed to train words using rote learning, and the second set used Akshara-based learning. The participants were asked to listen to the words recited along with their orthographic representation in both Kannada and Malayalam languages. Both word lists were targeted for three sessions; thereafter, a word identification task was presented, and performance was scored using a three-point scoring system.

Results

The results revealed no statistical difference between group 1 (Kannada) and group 2 (Malayalam) for rote learning strategy as well as Akshara-based learning. Additionally, the within-group comparison revealed no statistical difference between rote learning and Akshara-based learning in the Kannada and Malayalam languages.

Conclusion

The study results appear to be reliable, as they propose a viable strategy for training new words in languages that follow the alpha-syllabic structure. This paradigm needs reiteration and extension to various disorder populations such as specific language impairment, childhood aphasia, Hearing impairment, and Intellectual disability. In addition, the paradigm used in the study can serve as the template for future studies that investigate the strategies for new word learning in other languages.

Keywords

Akshara-based learning
Fast mapping
Novel words
Rote learning
Vocabulary acquisition

INTRODUCTION

Words appear simple in any language, but they play a crucial role in spoken and written communication. Words appear in different forms in our day-to-day conversations, in the form of spoken words, orthographic representation, and environmental exposure, triggering mental images that we are already familiar with. Learning words is fundamental to acquiring a language and a key component of linguistic development.[1] By adulthood, native speakers typically have approximately 20,000 words in their vocabulary, which include all the morphological complex forms of their native language. Word learning process can occur through a phenomenon called fast mapping, in which individuals map new words based on environmental exposure, linguistic context, and mental imagery.[2]

Word learning happens in three overlapping stages: (a) triggering—recognising the new word and understanding that the word needs to be learned. (b) Configuration—forming lexical and semantic representations and a link between them, and (c) engagement—the dynamic stage of learning where the representations formed during configuration interact with and affect the existing lexicon.[3]

In general, repetition is a commonly used strategy among individuals learning a second language. Vocabulary learning strategies often involve terms such as memorisation and repetition, which are frequently associated with rote learning (RL). These strategies were interchangeably used in the language learning process. RL plays a pivotal role in vocabulary acquisition, as it involves repetition, memorisation, and practice, making it crucial to research to understand its effectiveness in language learning among adults.[4]

Some of the researchers argue that Asian countries still rely on utilising the conventional learning style, particularly RL, for vocabulary learning. However, the RL strategy is considered a negative practice in the educational context due to its limitations.[5] RL emphasises memorising, repeating the vocabulary without necessarily fostering a deeper understanding of the word. Consequently, the effectiveness of RL is a subject of ongoing debate among educators and language learning experts.[4]

A study by Liu[5] compared the effectiveness of the RL method with the keyword method in vocabulary recall, and the findings suggest that the keyword method is deemed a quick method for vocabulary acquisition. Despite the negative belief in using RL strategies for vocabulary learning, it is one of the widely recognised methods for acquiring foundational knowledge, particularly during the early stages of language learning. A cultural element may influence memorization (RL) in language learning. Learners tend to follow common practices in language learning and are more reluctant to adopt new approaches. As a result, language learners from a culture where RL is deeply rooted and regularly practiced tend to follow it, as this method remains beneficial to them. Research studies have found that a positive view of RL can still be used as an effective strategy in language learning.[68]

On the contrary, Akshara-based learning is structured at the syllable level, and it can also be broken down into individual phonemic components.[9] The alpha syllabic script shares features of alphabetic and syllabic scripts, unlike alphabetic or logographic scripts. Most of the Indian scripts were taught through the syllabic approach, with instruction progressing systematically from the beginning to the end of the Akshara set.[10] Learning typically begins with tracing the primary forms of vowels and consonants in combination with vowels. For example, in the Kannada language, an alphasyllabic script is taught with the primary form of vowel/a/followed by consonant-vowel combinations (/Ka/). Thus, considering the effectiveness of Akshara-based learning in early language development, the authors of the study sought to apply a similar approach in second language learning in alphasyllabic scripts.

Research has shown that the phonological characteristics of the native language influence rapid learning of novel words in a non-native language.[11] It is also reported that sight word instruction facilitates the reading abilities of students.[12] McArthur et al.[13] evinced that sight word reading and phonics training had a positive impact, while combining both sight word and phonics training resulted in significant improvements in nonword reading accuracy and fluency. Building on the positive findings from the existing literature, the current study extended the paradigm by training words through rote learning and Akshara-based learning.

The current study focuses on understanding how normal adults learn novel words in a non-native language, and it also provides insight into whether rote learning or an Akshara-based learning system is feasible for adults when learning words in a new language. The study includes subjects from both the states of Karnataka and Kerala in India. In these states, Kannada and Malayalam are the most widely spoken languages. These languages are considered to be alpha-syllabic in nature; thus, understanding the similarities and differences in the word learning process in these languages seems to be beneficial. As a preliminary attempt, this study paves the way for further research that could expand the approach in typically developing children and those with childhood disordered populations. The current study aimed to analyse the performance of rote and Akshara-based learning in Kannada and Malayalam languages, in a non-native context. To accomplish this aim, researchers unravel the following objectives. (1) To compare the performance of the rote learning strategy and the Akshara-based learning strategy across Kannada and Malayalam languages. (2) To compare rote learning strategies versus Akshara-based learning within the Kannada and Malayalam languages.

MATERIAL AND METHODS

A total of 30 participants, aged between 18 and 25 years (M = 22.5, SD = 0.8), were recruited for the study using a convenience sampling method. All these participants have given their consent for their participation in the study. The participants were divided into two groups: Group 1 (G1) consisted of 15 subjects whose native language was Kannada (L1), and Group 2 (G2) consisted of 15 subjects whose native language was Malayalam (L1).

The participants selected for the study should have had less than one year of exposure to the Malayalam language in G1 and the Kannada language in G2. Researchers set the criteria of “less than one year of language proficiency merely to get the broader range oflanguage exposure and to facilitate participant recruitment. Proficiency was assessed using LEAP-Q[14], and all participants recruited had low proficiency scores in their non-native language. All participants selected for the study were free from any speech, language, and hearing-related disorders, which was ensured through informal interviews. Also, these participants completed the WHO Ten Question Screening questionnaire to ascertain their history of sensory, developmental, learning, or neurological deficits, ensuring that individuals with any such conditions were excluded from the study.[15]

Procedure

Two sets of 15 nouns each were created in both the Kannada and Malayalam languages. Thus, there was a total of ‘30’ nouns in each Kannada and English languages. The first set was designed to train words using rote learning, and the second set of words was trained with an Akshara-based learning system [Supplementary S1 and S2]. Nouns were selected in the study due to their lower linguistic complexity, as they are more concrete compared to other classes of words, and are suitable for vocabulary learning in a less proficient language. The words for the stimulus were selected from the textbooks of higher primary grades. During the selection of words, emphasis was also given to frequently/commonly used words and syllable length. Words were also selected through focused group discussion with experts in the field of Speech-language pathology who were native speakers of the Kannada and Malayalam languages.

Supplementary Material

Supplementary Material

The words in the two sets were trained with the participants in a one-to-one session. Set ‘one’ and ‘two’ were trained using a rote learning and Akshara-based learning strategy, respectively, in both languages. Prior to the beginning of the training, the participants in both groups were presented with the word list intended for training to assess their familiarity. The G1 received training for Malayalam words using both rote learning and Akshara-based learning strategies. G2 received training for Kannada words using the same training methods.

Rote learning is a technique that focuses on repetition, memorisation, and practice.[5] During the one-to-one session with the participants, the researcher presented words in both auditory and visual modalities (using pictures). In the auditory mode, each word was presented five times, and pictures were presented for up to 60 seconds. The use of pictures in rote learning training served solely as basic visual support to memorise words, not used to improve semantic association or semantic attributes of the words. For Akshara-based learning, the authors focused on teaching individual syllables of words.[9] In this study, the authors used the orthographic forms of the words for both languages. Both training strategies were administered by the second author of the study to all participants, and he was proficient in both the Kannada and Malayalam languages.

For instance, consider/sebu/(apple) as the target word for rote learning, where participants were directly trained for the name of the target word. Whereas, in Akshara-based learning, for the target word/sebu/, participants were trained by breaking words into syllables/se+bu=sebu/. G1 was trained with Malayalam words (native Kannada speakers), and G2 was trained with Kannada words (native Malayalam speakers). During the sessions, participants listened to the words, which were recited five times along with their orthographic representation by the researcher, who was proficient in both Kannada and Malayalam languages. However, the meaning of the words was not revealed to the participants. Both word lists were targeted for three sessions (40 minutes per session); during the sessions, breaks were provided based on the participants' discretion. The entire session was completed within a week for all the participants, with a gap interval of minimum ‘one day between each session.

After the third session, the effectiveness of rote learning strategies was assessed by presenting pictures of the trained words and asking participants to identify the target word recited by the researchers among a set of four picture choices. Out of four choices selected two were semantically related, one was an unrelated picture, and one was the target word. During the Akshara-based learning assessment, participants were presented with an array of four word choices (orthographic representation) and asked to identify the correct target word from among the choices. The selected choices consist of two semantically related words, one unrelated word, and the target word. The identification tasks were scored using a three-point scoring system, where ‘zero’ was scored for an incorrect response, ‘one’ for a correct response with repetition of the target word, and ‘two’ for a correct response without repetition.

RESULTS

Initially, the data was fed into SPSS version 18.0 to run the statistical test. The data were subjected to a normality check using the Shapiro-Wilk test, and the findings showed that the data were skewed. Thus, a non-parametric test was applied to see the statistical differences.

To address the objective of comparing the performance of rote learning in G1 (native speakers of Kannada) and G2 (native speakers of Malayalam), the data were subjected to descriptive analysis. The results revealed no difference in the mean score for both G1 and G2 in their rote learning strategies, see Figure 1. Further, the data were subjected to statistical analysis using the Mann-Whitney U test, which indicated no statistically significant differences between groups in their rote learning strategies (/z/=0.145, p>0.05).

Comparison of mean scores of Groups 1 and 2 across learning methods.
Figure 1:
Comparison of mean scores of Groups 1 and 2 across learning methods.

Similarly, the performance of Akshara-based learning in G1 (Kannada) and G2 (Malayalam) was compared. Descriptive statistics evinced that there is no difference in mean scores for both G1 and G2 in their Akshara-based learning strategies, see Figure 1. To further examine the statistical differences, the Mann-Whitney U test was applied, and the result revealed that there are no significant differences in performance for Akshara-based learning between group 1 (Kannada) and group 2 (Malayalam) (/z/=0.174, p>0.05).

Objective two aimed to compare rote learning strategies with Akshara-based word learning within (G1) and (G2). To analyse the within-group performance, the Wilcoxon signed-rank test was used, and the results revealed no significant differences between rote and Akshara-based learning in G1(/Z/= 0.15, p>0.05) and G2 (/Z/=1.25, P>0.05).

DISCUSSION

The current study aimed to explore the difference between the two learning strategies for acquiring novel words. The results of the study showed no difference between the rote learning system and the Akshara-based learning system. This lack of difference can be attributed to the usage of common and simple words in both languages. These languages belong to the Dravidian language family and share similar phonological structures. For both groups, L1 language is an alpha syllabary in nature; thus, their process of acquisition and retention of newly learned words would be similar.[16] Second language learning in adulthood occurs when an individual associates a new phonological form with a word in their native language.[17]

As we used words with less complexity and similar phonological features, it was easier for the subjects to retain the novel words. The words listed as stimuli had similar sound structures in both languages, and the complex phonological representations in both languages were not taken into account in the current study. The phonological loop, which stores the novel phonological forms, prevents the decay of verbal information.[18,19] This may have contributed to the better retention of words in our participants. The verbal information from the short-term memory system is then transferred to the long-term memory system and retained there. Studies have also proven that the capacity to store novel words is greater for phonologically familiar words.[20] It is also known that novel words with a phonological structure that resembles the native language are much easier to learn compared to those with unfamiliar phonological structures. This could have enabled participants to recognise the words in a non-native language with ease.

CONCLUSION

The study results appear promising, as they suggest a reliable strategy for training new words in languages that follow the alpha-syllabary structure. Language learning remains an important activity even in adulthood, owing to reasons such as career advancement, adaptation to migration, and the development of effective communication skills. Additionally, establishing suitable strategies for new language learning in adults is deemed pivotal, as language learning is an ongoing process. This paradigm needs reiteration on a large scale and extension to various disorder populations such as specific language impairment, childhood aphasia, hearing impairment, and intellectual disability. In addition, the paradigm used in the study can serve as the template for future studies that investigate the strategies for new word learning in other languages.

Ethical approval

Institutional Review Board approval is not required, as the study was conducted on normal population where each subject gave their consent for the study, which was duly obtained.

Declaration of patient consent

The authors certify that they have obtained all appropriate participants consent.

Financial support and sponsorship

Nil.

Conflicts of interest

There are no conflicts of interest.

Use of artificial intelligence (AI)-assisted technology for manuscript preparation

The authors confirm that there was no use of artificial Intelligence (Al)-assisted technology for assisting in the writing or editing of the manuscript and no images were manipulated using AI.

References

  1. , , . The faculty of language: What is it, who has it, and how did it evolve? Science. 2002;298:1569-79.
    [Google Scholar]
  2. , . Acquiring a single new word In: , ed. Proceedings of the Stanford Child Language Conference. Stanford (CA): Stanford University; . p. :17-29.
    [Google Scholar]
  3. , , . Effect of phonotactic probability and neighborhood density on word-learning configuration by preschoolers with typical development and specific language impairment. J Speech Lang Hear Res. 2014;57:1011-25.
    [Google Scholar]
  4. , . A study of the role of rote learning in vocabulary learning strategies of Burmese students. US-China Educ Rev A.. 2012;12:987-1005.
    [Google Scholar]
  5. . Use of mnemonics in learning novel foreign vocabulary: Help or hindrance? Studies in Applied Linguistics TESOL. 2001;1:1-9.
    [Google Scholar]
  6. . An analysis of Chinese EFL learners' beliefs about the role of rote learning in vocabulary learning strategies. Asian EFL J. 2005;7:109-10.
    [Google Scholar]
  7. . Translation and short-term L2 vocabulary retention: Hindrance or help? Language Teaching Research. 2010;14:61-74.
    [Google Scholar]
  8. . Strategies and performance in intentional L2 vocabulary learning. Language Awareness. 2009;18:74-89.
    [Google Scholar]
  9. . Early reading in Kannada: The pace of acquisition of orthographic knowledge and phonemic awareness. Journal of Research in Reading. 2007;30:7-22.
    [Google Scholar]
  10. . Cross-linguistic study of acquired reading disorders: implications for reading models, disorders, acquisition, and teaching. New York: Kluwer Academic/Plenum Publishers; . p. :98-108.
  11. , , , , . Adult learning of novel words in a non-native language: Consonants, vowels, and tones. Front Psychol. 2018;9:1211.
    [Google Scholar]
  12. . The effects of sight word instruction on students' reading abilities [master's thesis]. Cedar Falls (IA): University of Northern Iowa; . Available from: https://fisherpub.sjf.edu/education_ETD_masters/327/ [Last accessed 2025 July 03]
  13. , , , , , , et al.. Replicability of sight word training and phonics training in poor readers: a randomised controlled trial. Peer J. 2015;3:e922.
    [Google Scholar]
  14. , , . The language experience and proficiency questionnaire (LEAP-Q): Assessing language profiles in bilinguals and multilinguals. J Speech Lang Hear Res. 2007;50:940-67.
    [Google Scholar]
  15. , , , . Utility of the WHO Ten Questions screen for disability detection in a rural community-the North Indian experience. J Trop Pediatr. 2007;53:383-7.
    [Google Scholar]
  16. . Learning to read alphasyllabaries In: Studies in written language and literacy, Theories of reading development. John Benjamins Publishing Company; . p. :75-98.
    [Google Scholar]
  17. , , . Word learning in adults with second-language experience: Effects of phonological and referent familiarity. J Speech Lang Hear Res. 2013;56:667-78.
    [Google Scholar]
  18. , , . Word length and the structure of short-term memory. Journal of Verbal Learning and Verbal Behavior. 1975;14:575-89.
    [Google Scholar]
  19. , , . The role of absolute and relative amounts of time in forgetting within immediate memory: The case of tone-pitch comparisons. Psychonomic Bulletin & Review. 1997;4:393-7.
    [Google Scholar]
  20. , . Psycholinguistic determinants of foreign language vocabulary learning. Lang Learn. 1993;43:559-617.
    [Google Scholar]
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