Teen RGS student presents AI Sanskrit–Chinese phonology paper at Gauhati University’s RegICON 2025

Indrani
Indrani Choudhury
Associate Senior Executive
2 mins readUpdated on Dec 15, 2025 16:17 IST
In a rare instance of a school student sharing space with university researchers at a mainstream natural language processing (NLP) forum, Royal Global School (RGS) Class XII student Huma Abia Kanta on Thursday presented a full-length technical paper on an artificial intelligence.
Guwahati University

In a rare instance of a school student sharing space with university researchers at a mainstream natural language processing (NLP) forum, Royal Global School (RGS) Class 12 student Huma Abia Kanta on Thursday presented a full-length technical paper on an artificial intelligence–driven Sanskrit–Chinese phonology model at RegICON 2025. The Regional International Conference on Natural Language Processing was organised by the Department of Information Technology, Gauhati University, where her work in regular sessions alongside faculty and researchers from leading institutions in India and abroad.

Her paper, titled “A Buddhist-Lexicon-Inspired Encoder–Decoder Model with Luong Attention: Seq2seq Reconstruction of Sanskrit Phonology via Tang-Era Siddham–Hanzi Transliteration,” proposes a sequence-to-sequence encoder–decoder architecture with Luong attention to reconstruct Sanskrit-oriented phonology from Tang-era Chinese Buddhist lexicon entries, using a curated bilingual dataset designed to preserve historical sound correspondences between Siddham-derived forms and Chinese characters, and argues that such attention-based neural models can assist digital philology, cross-linguistic comparison and script-to-script transliteration for scholars working on Sanskrit, Chinese and related classical traditions.

Co-authored with Dr. Ankur Pan Saikia of Assam down town University and Dr. Utpal Barman of Assam Skill University, the study was placed in technical sessions that also discussed multilingual benchmarks for Indian languages, Assamese coreference resolution, low-resource machine translation and speech technologies for endangered languages of Northeast India, with her mentor describing her inclusion as a rare case of a school-going researcher presenting in a regular technical track; the conference also featured keynote talks by internationally recognised NLP experts such as Prof. Francis Bond and Dr. Karma Wangchuk.

Q:   Can I get direct admission for MBA at Gauhati University?
A:

As per the data collated from the official website, Gauhati University MBA admission is completely entrance-based. Students seeking admission must are either required to go through the university-level entrance test followed by Group Discussion and Personal Interview rounds or those with a valid score (75 percentile and above) in national-level entrances, such as MAT, CAT, XAT, CMAT can directly appear for GD and PI rounds for final admission. Any information on direct admission is not available in the online brochures. However, students are advised to reach out to the admission office for any details on the same.

Q:   What are the steps to apply for the BSc programme at Gauhati University?
A:

Gauhati University BSc Admission take place directly after the announcement of results of CUET exam. Candidates can apply for BSc admissions through online mode. Here is a step-by-step process to help you in your admissions process.

Apply & Appear for CUET-UG exam

Wait for results to be announced

Apply for admission at the university

Do the document verification and fee payment to secure admission.

Q:   How can I get admission for MBA at Guwahati University?
A:

Gauhati University MBA admission is completely based on the merit scores obtained by students in the university/national-level entrance exam along with their merit at the undergraduate level. The university conducts its own entrance exam for admission. However, those with a valid score in national-level entrances, such as MAT/ CAT/ XAT/ CMAT exams are exempted from this test provided they have a score of 75 percentile and above. Those who qualify one of the afore-mentioned exams are required to go through a GDPI round for final selection. Before everything else, students must meet with the minimum eligibility criteria set by the university which is to pass a relevant undergraduate degree with at least 50% aggregate. However, those who are in the final year of their UG degree can also apply provided they have no arrears in the previous semesters and fulfill the complete eligibility before first semester exams.

The authors detail dataset construction, tokenisation choices, model configuration, parameter tuning and evaluation based on phonetic similarity and composite scores, and argue that high-fidelity encoder–decoder systems trained on philologically validated pairs can approximate expert reconstructions with strong phonetic and rhythmic fidelity, while flagging the need for larger corpora, better handling of dialectal variation and the inclusion of multimodal (including acoustic) features in future work so that such models can be extended to broader cultural-heritage and manuscript-preservation tasks.

RegICON 2025 comes in the same year that Huma presented another AI/ML research paper at an international conference in Azerbaijan, making the Gauhati University presentation her second international-level appearance as a school-going researcher and, according to mentors, reinforcing the message that early-stage scholars from Assam and the Northeast can contribute to global conversations in emerging fields when provided structured guidance and credible academic platforms.

Alongside her research work, Huma has also founded “desicodes,” an open-source initiative that enables coding in Assamese and other Northeastern languages through an Assamese-to-Python transpiler called “asPy,” with additional language modules under development; the project aims to make programming more accessible to rural and first-generation learners while helping bring underrepresented regional languages into the digital and AI ecosystem.

Q:   How many marks are required in JEE Main to get admission in Guwahati University BTech?
A:

For BTech in Guwahati University, students typically require a minimum of 50% aggregate at Class 12 with PCM. Good rank within the state cut-off is needed in JEE Main or Assam CEE. Cut-offs differ annually based on competition and seat intake. Good scores enhance admission chances in Guwahati University.

Q:   How can I get admission at Gauhati University?
A:

Gauhati University offers admission on the basis of merit acquired in the last qualifying exam, and entrance scores. To get admission to Guwahati University, candidates must fulfil the course-specific eligibility criteria. For UG courses, candidates must have qualified Class 12 from any recognised national or state board with the specified minimum aggregate. Similarly, for PG courses, candidates must have completed graduation with the specified minimum aggregate from any recognised university/ institute. Candidates can apply to the desired course online on the website.

Q:   Are Gauhati University admissions open?
A:

Gauhati University conducts the admission process for all the UG, PG, certificate, and Diploma courses in online mode. Interested candidates can fill the admission forms through the official website. The admissions to Gauhati University Assam are currently closed. Interested candidates can go to the GU Guwahati website for updates around the Gauhati University admissions.

Huma expressed gratitude to Royal Global School Chairman Dr. A.K. Pansari for supporting her through scholarship and encouragement, and to School Director Dr. Arup Kumar Mukhopadhaya for consistently backing inquiry beyond the prescribed school curriculum and trusting her with the freedom to explore complex topics, while describing her mentor and co-author Dr. Ankur Pan Saikia as a constant source of guidance and reassurance, adding that the faith reposed in her work motivates her to contribute more meaningfully to India’s research and innovation story.

Note: The views expressed in this article are of Guwahati University and do not reflect/represent those of Shiksha.

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Indrani Choudhury
Associate Senior Executive
Indrani is a content creator by profession and enjoys experimenting with different cuisines. When she isn't doing any of these activities, she sleeps.
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In 2025, the JEE Main last round closing ranks for BTech admission ranged between 152751 and 978969, for the students belonging to the OBC AI category. The cutoff ranks vary across different rounds and specialisations. Table below consists of JEE Main last round cutoff ranks for the BTech course, ac

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Gauhati University offers admission on the basis of merit acquired in the last qualifying exam, and entrance scores. To get admission to Guwahati University, candidates must fulfil the course-specific eligibility criteria. For UG courses, candidates must have qualified Class 12 from any recognised n

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Gauhati University offers admissions on the basis of merit and entrance, both. The university requires entrance exam including CAT, XAT, MAT, CMAT, CUET, Assam CEE, JEE Main, NEET PG, GATE, Asaam JMEE, Andhra Pradesh PECET, etc. to offer admission to the courses. To get admission to Gauhati Universi

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Candidates have to keep the mentioned documents ready during the Gauhati University admissions:

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Gauhati University conducts the admission process for all the UG, PG, certificate, and Diploma courses in online mode. Interested candidates can fill the admission forms through the official website. The admissions to Gauhati University Assam are currently closed. Interested candidates can go to the

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