Volume 2 issue 1 2025

A Review on Harnessing Large Language Models to Transform Conversational Information Retrieval

Amit Raj, Kusum Sharma, Parineeta Jha

description Abstract

The exponential growth of unstructured data has made conventional search systems insufficient for addressing modern needs. Cognitive search refers to an advanced form of search technology that uses AI and ML to understand, interpret, and deliver search results that are highly relevant to the user’s intent and context. Information retrieval is a core component of computing that has progressed from simple keyword searches to advanced and intelligent search systems. Traditional search algorithms depend heavily on exact keyword matches, which can lead to a lack of understanding of user intent and context. Recently, large language models (LLMs) have showcased impressive abilities in text generation and understanding conversations. Precisely determining users' contextual search intent has been a significant challenge in conversational search. Since conversational search sessions tend to be more varied and unpredictable, current methods that are trained on limited datasets often demonstrate inadequate effectiveness and resilience in addressing real-world conversational search situations. Conversational Information Retrieval (CIR) is a branch of Information Retrieval (IR) that emphasizes obtaining relevant information through conversational exchanges. It has progressed over the years due to advancements in natural language processing and machine learning. Traditional CIR System relied on rule-based approaches and rigid query structures.
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Assessment of Antioxidant Activity and Phytochemical Composition in Brassica nigra L. and Brassica oleracea var. Botrytis Microgreens

Arpan Dey, Geetanjali Sahu, Tripti Agrawal Jain

description Abstract

The growing global population presents significant food security challenges, demanding innovative agricultural solutions that are climate-resilient, space-efficient, and sustainable. Brassicaceae microgreens (BM) emerge as a promising alternative, offering rapid growth, minimal resource requirements, and the potential for year-round production. These microgreens are rich in essential nutrients and phytochemicals, drawing increasing interest for their health- promoting properties, including antioxidant, anticancer, antidiabetic and anti-inflammatory effects. This review provides an updated analysis of BM’s nutritional profile, cultivation techniques, shelf-life extension methods, and their application in novel food products. It highlights the potential of BM to improve global nutrition and address the challenges posed by climate change. Researchers are also focusing on the use of natural antioxidants to combat oxidative stress, with leafy greens, particularly microgreens, emerging as key sources. This study examined the phytochemical content and antioxidant capacity of two microgreens, finding that Brassica oleracea var. botrytis microgreens exhibited the highest antioxidant content and activity. These results suggest that antioxidantrich microgreens could be a valuable addition to a health-conscious diet.
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A Review paper of Comparative analysis of a T shaped structure considering viscous dampers with general framed structure under seismic load using analysis tool

Deepak Kumar, Pradeep Nirmal, Anita Chaturvedi

description Abstract

In this paper, the seismic performance of a 33-meter-tall, irregular T-shaped structure with viscosity dampers is examined and contrasted with a standard RCC model without dampers. The analysis is carried out in the setting of soil type III, which relates to soft soil conditions that are extremely vulnerable to seismic activity, and seismic zone V, which has a zone factor of 0.36. This study's main objectives are to assess how well viscosity dampers reduce seismic impacts on irregular structures and to examine important structural factors such base shear, story drift, overturning moment, and shear force.
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Staphylococcus Epidermidis: Friend Or FOE: A Commensal Bacterium but Highly Opportunistic Pathogen: A Review

Dr. Reena Kulshrestha, Mrs. Pooja Sitholay, Ms. Sangita Roy

description Abstract

Staphylococcus epidermidis is a Gram-positive bacterium that is a predominant component of the normal human skin and mucous membrane microbiota. While generally benign in its natural habitat, it has emerged as a significant opportunistic pathogen, particularly in healthcare settings. This review explores the dual nature of S. epidermidis, focusing on its importance as a commensal organism, its pathogenic potential, mechanisms of infection, and the challenges it poses in clinical environments.
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Analysis of a Circular Water Tank Considering Lateral Load Using Analysis Tool

Kusum, Pradeep Nirmal, Pratik Kathale

description Abstract

Circular water tanks are widely used in water distribution systems due to their efficient design and costeffectiveness for storing moderate water volumes. However, ensuring their structural integrity under water pressure and external loads is crucial. This research utilizes STAAD Pro, a popular structural analysis and design software, to model and analyze a circular water tank, evaluating its response to various loading conditions.
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Formulation and Evaluation of Herbal Extract Sublingual Tablet for Peanut Allergy

Bhumika Chandrakar, Nishu Aditya, Preetam Sinha

description Abstract

Rhinitis is characterised by nasal symptoms such as anterior or posterior rhinorrhoea, sneezing, nasal obstruction, and/or nose itching. Rhinitis is defined as an inflammation of the nose lining. Many days, these symptoms last for over an hour and happen for two or more days in a row. The clinical desensitisation produced by the specially formulated sublingual tablets containing peanut allergens provides a novel therapeutic alternative for the sensitive population. As of right now, there are no FDA-approved sublingual medications for food allergies, particularly peanut allergies. The clinical desensitisation produced by the specially formulated sublingual tablets containing peanut allergens provides a novel therapeutic alternative for the sensitive population. A meta-analysis demonstrated that for allergic illnesses, SLIT tablets were more effective than anti-allergic pharmacotherapies. The usage of SLIT pills was linked to remarkably low levels of daily inhaled corticosteroid use, asthma aggravation risk, and asthmatic symptoms.
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The Role of Innovative Financial Inclusion Technologies in Economic Development of India

Dr. Anjaneya Sharma, Mr. Narender Singh

description Abstract

Financial Inclusion is the universal access to the financial service by every person of the society at an affordable price. Covid 19 pandemic imposed social distancing and lockdown all over the world, then digital payment become the lifeline of many people. Indian government initiated various measures to encourage financial inclusion in country since 2000 but this process took speed in 2015 when Pradhan Mantri Jan Dhan Yojana was launched, its main objective was to provide financial services to wide areas at an affordable price and its first step was to provide adults with a bank account which plays the key role in boosting financial inclusion in India. After demonetization many schemes and new technologies came into existence to make financial service safe and easy, some of them are Unified Payment Interface (UPI), Aadhar Enabled Payment System (AEPS), mobile wallet or E-Wallets like Google pay, Jio pay, BHIM app etc. Increase in the use of mobile phone, availability of speedy internet boosts the use of these technologies. Though there is the lack of financial literacy among most of the Indians but Indian government is taking many initiatives like Vittiya Saksharta Abhiyan (VISAKA), Pradhan Mantri Jan Dhan yojana, Mudra bank yojana etc. to enhance financial literacy. The aim of this paper is to discuss what are the innovative e-services available for financial inclusion, how these technologies and mobile apps are helping India to reach the unserved population and leading to economic development in India.
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Role of Capital Budgeting in Long Term Investment

Narender Singh

description Abstract

Planning, managing, and allocating resources strategically are all important extremities on making the best possible decisions in any business. The implementation of capital budgeting strategies to meet any company goals, to maintain competitiveness, and to increase profitability and value can be an advantageous step. Capital budgeting helps to determine the risk factors and the return on investment with proper allocation of resources. Doing a market analysis and feasibility research of a metal and alloy company is the main study's goal of this research. For every investment opportunity, examination of cost estimates, revenue forecasts, and risk assessments are foremost. It also looks at the proposal's financial sustainability and the company's long-term survival. Hence, evaluation of new financial projects' viability using the standard deviation statistical tool, the profitability index, and present value methodologies such as net present value has been included in this study. Also, the R&D makes recommendations for the company to implement changes based on the performance of cash flows as determined by the discounted cash flow technique.
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Performance Appraisal of Faculty Members in Higher Educational Institutions: A Study

Dr. Anjaneya Sharma, Dr. Tripti Agrawal Jain

description Abstract

The performance appraisal of faculty members is an essential component for imparting quality education and institutional effectiveness in higher education. It provides insights into the strengths and areas of improvement for faculty members while confirming that educational standards and institutional goals are achieved. This research paper presents an empirical study of performance appraisal systems implemented in higher educational institutions (HEIs) using mixed-methods approach using surveys and interviews covering 351 faculty members, few administrators, and HR personnel serving various universities in central region of Chhattisgarh. The study explores the appraisal mechanisms in vogue, their effectiveness, and the challenges faced by academic institutions in evaluating faculty performance. The findings reveal some key issues such as the lack of transparency, subjective bias, and the need for a more holistic approach to faculty evaluation. Suggestions for improving appraisal systems include emphasizing the integration of multiple performance metrics and the promotion of continuous professional development for faculty members and other aspects covering the responses of faculty members.
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In-vitro Release Study of Diacerein Loaded Microemulsion-Based Hydrogels in the Treatment of Osteoarthritis

Suchita Wamankar, Tilotma Sahu, Gyanesh Kumar Sahu, Rajesh Kumar Nema

description Abstract

: The prime goal of this work is to improve the effectiveness of Diacerine by delivering it to the targeted topical site by applying a microemulsion-based hydrogel system and at the same time reduce the risk of adverse drug-related effects.
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From Healing to Aesthetics: Hyaluronic Acid in Dental Practice

Dr. Akanksha Raut, Dr. Karthik Krishna M., Dr. Nidhi Adyalkar, Dr. Mayank Jain

description Abstract

Hyaluronic acid (HA) is a naturally occurring glycosaminoglycan with unique physicochemical properties that make it an essential component of extracellular matrices in various tissues. In dentistry, HA has garnered significant attention for its therapeutic potential due to its roles in tissue regeneration, inflammation modulation, and wound healing. Found abundantly in non-mineralized periodontal tissues, such as gingiva and periodontal ligaments, and in lower concentrations in mineralized tissues like cementum and alveolar bone, HA contributes to maintaining the structural integrity and function of these tissues. HA's bioactivity makes it a versatile agent for use in periodontal therapy, oral surgery, implantology, endodontics and other dental specialities. Its anti-inflammatory and antimicrobial properties enhance recovery, reduce infection risks, and improve patient outcomes. This review highlights the multifaceted applications of HA in dental practice, emphasizing its potential to revolutionize periodontal and restorative treatments.
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