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Narrative Intelligence @ Generative AI in Storytelling And Reshaping Creative Writing From Prompt Engineering to Co Creation

In this research, we introduce a Generative AI-driven storytelling system that uses user prompts to produce a story with logic and without any grammar mistakes. The system uses DistilGPT2 and GPT2 transformer-based models and selects the best output using the BERTScore and coherence score. The chosen story is further refined using a grammar correction model based on T5. The final production is well-structured with clear paragraphs and natural dialogue. This approach improves the quality of the story for educational, entertainment, and creative writing. The evolution of Generative AI has opened new avenues in creative writing and content generation. This "GenAI-driven Storyteller" project presents an intelligent system that automatically generates engaging and grammatically correct short stories based on user-provided prompts. The system integrates the strengths of multiple language models—GPT2 and DistilGPT2—to produce diverse narrative outputs. These stories are evaluated using BERTScore for semantic relevance and a coherence scoring mechanism to measure logical flow. A weighted ensemble approach determines the most compelling version among the generated outputs. The selected story is then refined for grammar and fluency using a fine-tuned Google T5-small model. This hybrid architecture ensures that the final story is not only contextually aligned with the user's prompt but also polished in structure and readability. The project highlights the potential of combining generation, evaluation, and correction models to enhance automated storytelling systems.

Published by: Dr. M.K. Jayanthi Kannan, Boda Sai Srujan

Author: Dr. M.K. Jayanthi Kannan

Paper ID: V11I2-1273

Paper Status: published

Published: April 22, 2025

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Research Paper

To Predict Calories Burnt During Various Physical Activities Like Walking, Running, Cycling, & Swimming

This study aimed to create a new model to compute the number of calories expended during activities like swimming, cycling, running, and walking. We used vast data based on various criteria, including Vigor, activity duration, body heat, and heart rate. Our model estimates calorie burns accurately by using machine learning. Our model can be used for tracking personal exercise, controlling obesity, and improving sports performance by estimating calorie burn across different physical activities using the Mifflin St. Jeor equation. I am building a Kaggle dataset with crucial variables like heart rate, body temperature, and activity duration.

Published by: Abhishek Shivprakash Jaiswar, Dr. Swati Maurya

Author: Abhishek Shivprakash Jaiswar

Paper ID: V11I2-1281

Paper Status: published

Published: April 22, 2025

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Research Paper

Cybersecurity and National Security: Constitutional Issues in Digital Governance

The research examines security connections between AI advancements and national security and constitutional governance within the Indian framework. Digital development in India has created obstacles for its constitutional framework that must balance cybersecurity requirements with cyber liberties safeguards. The closed connection between cybersecurity systems and national defence created new regulatory gaps requiring fresh constitutional reform. This paper examines how fundamental rights in Articles 19 and 21 of the Indian Constitution protect against digital threats. The Proportionality standard created in the Puttaswamy judgment for examining security measures has not been correctly executed within Indian cybersecurity governance operations. The separation of cyber threat responsibilities between the state and national governments remains unclear because traditional federal administrative structures cause difficulties when facing cross-jurisdictional threats. The original Information Technology Act of 2000 in India exists as pre-modern legislation to defend citizens against executive surveillance, but remains inadequate in these matters. The adoption of artificial intelligence technologies by national security operations creates constitutional tensions through machine-learning techniques that lead to issues explaining algorithm operations and automated system procedures. Previous judicial decisions in their outcomes and international cybersecurity strategies serve as research material to identify effective constitutional oversight models. The paper presents three proposed reforms establishing dedicated oversight bodies to enforce surveillance oversight and judicial supervision of security operations and set controls for AI systems in security applications. Analyzing Indian cybersecurity policies against constitutional requirements for security and personal rights enhances digital constitutional evolution beneficial to nations working on developing digital regulatory frameworks for people safety and national security.

Published by: Rituraj Malik

Author: Rituraj Malik

Paper ID: V11I2-1265

Paper Status: published

Published: April 22, 2025

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Research Paper

Personalized Medicine Using AI and Genomics

A conceptual change in healthcare, personalized medicine uses an individual's genetic profile to forecast disease risk, customize drug treatments, and increase patient outcomes. With its great genomic variety, the development of such systems is hampered in the Indian setting by the scarcity of region-specific, annotated clinical datasets. Using IndiGenome and PharmGKB as main references, this work presents a framework for combining genomic and pharmacogenomic data to enable personalized medicine. A manually built dataset with standardized notations was produced to replicate patient data due to integration difficulties between accessible datasets. This enabled the application of treatment logic and important gene mutations (BRCA1, BRCA2, TP53) based on working artificial intelligence. Future deployment with actual genomic data builds on this Streamlit-based application, which is able to predict treatments and provide health recommendations.

Published by: Khan NavidShaba

Author: Khan NavidShaba

Paper ID: V11I2-1257

Paper Status: published

Published: April 19, 2025

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Research Paper

The Development and Importance of Complex Numbers in Mathematics

The journey of complex numbers from mathematical heresy to fundamental scientific tool represents one of the most remarkable intellectual transformations in history. These numbers of the form a + bi (where i² = -1) have transcended their origins in algebra to become indispensable across physics, engineering, and technology. This comprehensive study examines their historical evolution, deep mathematical properties, and unparalleled applications that continue to shape modern science. Through detailed analysis of pivotal developments, we demonstrate how complex numbers provide the mathematical language for describing phenomena from quantum entanglement to wireless communication.

Published by: Aniruddha Kumar

Author: Aniruddha Kumar

Paper ID: V11I2-1256

Paper Status: published

Published: April 19, 2025

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Research Paper

Sign Language Translator

Sign language is a fundamental mode of communication for the deaf and hard-of-hearing yet there is often a gap in understanding between sign language Operators and the broader population. this search introduces amp real-time house speech Explainer mature exploitation tensorflow mediapipe and opencv specifically organized to Method arsenic associate in nursing informative drive that acquired immune deficiency syndrome non-signers inch acquisition house speech. The system translates sign language gestures into spoken language while providing interactive Characteristics that allow Operators to practise receive feedback and Improve their signing Precision. done Fancy motion credit and judgement Operators get increasingly arise their skills devising house speech acquisition available and visceral. This paper details the system's Structure Applyation and real-world Use emphasizing its potential to Improve communication and inclusivity across linguistic communities by fostering a broader understanding of sign language.

Published by: Khan Nausheen

Author: Khan Nausheen

Paper ID: V11I2-1246

Paper Status: published

Published: April 18, 2025

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