Fishing out fake news using a deep-learning neural network

Fishing out fake news using a deep-learning neural network


Researchers at the ABV-Indian Institute of Information Technology (IIIT), Gwalior, have developed a new artificial intelligence system that combines text analysis, image recognition and fuzzy logic to detect fake news in Indian media with high accuracy.

The system, called F2IND-IT! (fuzzy fake Indian news detection using images and text), was described in a recent paper uploaded to arXiv. The researchers say the project addresses a growing challenge in India, where rapid internet penetration and social media use have accelerated the spread of misinformation.

According to data from the Press Information Bureau, under the Ministry of Information and Broadcasting, 1,575 fake news cases were reported between 2022 and March 2025. The number rose from 338 in 2022 to 583 in 2024. Data from the National Crime Records Bureau also show a 214 per cent increase in fake news cases during the early pandemic period from 2018 to 2020. A 2024 study by ISB and CyberPeace found that 46 per cent of false information was about politics, and over 77 per cent of it spread through social media platforms. Another survey among Gen Z users in Delhi found that 91 per cent believe fake news can affect election outcomes.

To tackle the problem, the researchers designed a multimodal AI model that analyses both the written content of news articles and the accompanying images. The framework uses DistilBERT — a lightweight language-processing model — to understand text semantics, while a convolutional neural network (ResNet-50), which is a deep-learning image recognition system, extracts visual features from photographs. These inputs are then combined using an ‘attention mechanism’ and processed through an adaptive neuro-fuzzy inference system (ANFIS), which produces a probability score indicating whether a news item is fake or genuine.

The model was trained and tested on the Indian Fake News Dataset (IFND), which contains more than 56,000 news articles spanning politics, elections, Covid-19, violence and other topics. According to the paper, the proposed system achieved an accuracy of nearly 98 per cent, outperforming several alternative model configurations in ablation studies.

The researchers say future versions could rely less on manually designed fuzzy rules and instead use data-driven systems capable of dynamically generating their own inference structures during training.

Published on June 1, 2026



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IIT-Kanpur hosts India’s first DORIS beacon

IIT-Kanpur hosts India’s first DORIS beacon


The setting up of India’s first DORIS ground beacon at Indian Institute of Technology, Kanpur, is an important but somewhat under-the-radar step in India’s space and earth observation capabilities. DORIS — short for ‘Doppler orbitography and radio-positioning integrated by satellite’ — is a French system that tracks satellites and ground stations with centimetre-level accuracy.

The beacon at IIT-Kanpur is part of a global network of DORIS ground stations. Satellites carrying DORIS receivers use signals transmitted from these beacons to calculate their own position precisely. Because a satellite moves very fast overhead, the frequency of the signal changes slightly due to the Doppler effect — the same effect that makes a passing train horn sound different as it moves away. By measuring these tiny frequency shifts from beacons around the world, the satellite can calculate its exact position and speed.

This accuracy is crucial for missions involving ocean altimetry, climate studies, mapping the earth’s gravity field, monitoring sea-level rise and glacier movement, tracking tectonic shifts, and precise satellite orbit determination.

A satellite measuring ocean height, for instance, may detect just a few millimetres of change per year. That measurement becomes meaningful only when scientists can know the satellite’s orbit with centimetre-level accuracy. Otherwise, they cannot tell whether the ocean rose, or whether the satellite drifted slightly. DORIS helps remove that uncertainty.

The system has been used in major international satellite missions such as Jason, Sentinel, CryoSat and the Indo-French SARAL/AltiKa.

The beacon at IIT-Kanpur strengthens India’s role in global space geodesy — the science of precisely measuring the earth’s shape, rotation and gravitational behaviour — and deepens Indo-French cooperation in the space sector.

Systems like GPS, VLBI (radio astronomy timing), laser ranging and DORIS together form the backbone of modern earth measurement.

Benefits for India

“The establishment of the DORIS beacon in India represents enhances the national geodetic infrastructure and participation in the global geodetic community,” says Prof Onkar Dikshit of IIT-Kanpur.

“It will help establish a highly accurate and stable national terrestrial reference framework for surveying, mapping, infrastructure development, satellite navigation, disaster management, smart city planning, and other strategic applications,” he said. In addition, the Indian subcontinent is tectonically active due to the interaction between the Indian and Eurasian plates, making continuous geodetic monitoring critically important for understanding crustal deformation, intraplate tectonics, land subsidence, uplift, and seismic hazards, he said.

Accurate geodetic monitoring can aid urban subsidence assessment in rapidly growing cities, improve floodplain mapping, and enhance coastal vulnerability assessments in regions affected by sea-level rise and cyclones. The data products derived from DORIS-supported satellite missions can contribute to precision agriculture, water resource management, glacier monitoring in the Himalayas, and early warning systems for natural hazards such as earthquakes, landslides, and floods.

Enhanced satellite orbit determination also improves the quality of remote sensing products used in weather forecasting, environmental monitoring, fisheries management, and maritime navigation, directly benefiting societal planning and sustainable development initiatives.

Beyond national applications, the DORIS station strengthens India’s contribution to international Earth observation and climate research programmes. The inclusion of India within the global DORIS network fills an important geographic gap in the international space geodetic observing system and enhances the robustness of global reference frame realisation. By hosting such advanced geodetic infrastructure, IIT-Kanpur positions India as an active contributor to the global space geodesy community while simultaneously advancing indigenous capabilities in satellite geodesy, precise positioning, and earth system science.

How IIT Kanpur got in

In 2022, the International DORIS Service (IDS) announced a global call for proposals to establish a new DORIS station, and the proposal submitted by IIT-Kanpur was evaluated by the IDS Selection Committee against several technical and scientific criteria. These included network coverage and tectonic plate contribution, co-location with other geodetic instruments, antenna environment, monument stability, maintenance and security provisions, host institution capability, and prospects for scientific collaboration.

One of the major strengths of the IIT-Kanpur proposal was its strategic geographic location on the northern part of the Indian tectonic plate, addressing a significant gap in the current DORIS network. At present, the only operational DORIS station located on the Indian plate is the MALE station in the Maldives, while the Everest station lies near the Indian–Eurasian plate boundary. The DORIS station at the National Centre for Geodesy (NCG) at IIT-Kanpur will provide improved spatial coverage for monitoring inter-plate and intra-plate tectonic deformation across the Indian region. The station will also enable integrated geodetic studies using both DORIS and GNSS observations for crustal motion and reference frame applications.

A key motivation behind the selection of IIT-Kanpur was the existing technical strength and proposed future plans related to space geodesy at the NCG , along with the significant geographic gap in the existing DORIS network across the Indian region, where no DORIS station is today co-located with other major space geodetic techniques, particularly GNSS.

Published on June 1, 2026



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The protein-peptide bonds that heal

The protein-peptide bonds that heal


Peptide-based drug discovery has gained currency in the past decade. This branch of pharmaceuticals promises solutions to tricky health issues such as cancer. Now, two researchers from IIT-Bombay and one from the Technical University of Darmstadt, Germany, have reported work that suggests ways to improve peptide-based drug discovery.

Inside every living cell, thousands of proteins constantly interact with one another, switching genes on and off, repairing damage, carrying signals and deciding whether a cell should live or die. Many diseases, including cancer, arise when some of these protein–protein interactions go wrong.

One such interaction involves two proteins called p53 and MDM2. Normally these two proteins function together in a checks-and-balance manner. The p53 protein is a sort of sentinel — it triggers the destruction of cells that have gone bad, such as with cancer. Excess of p53 can be a problem. MDM2 comes in and suppresses p53. This is fine but sometimes p53 is less or MDM2 is more; when this happens, MDM2 prevents p53 — the guardian angel — from doing its job. Keeping track of such happenings in cells has given rise to the study of ‘protein-protein interaction’.

Precise stapling

Scientists have discovered that stapled peptides (see box) can bind themselves to MDM2 and prevent it from suppressing p53. This is because scientists have engineered the stapled peptides to resemble p53, and MDM2 attaches to them. This leaves p53 free to do its job, without hindrance from MDM2.

Drug discovery is about making the right kind of stapled peptide.

In a paper, the three researchers have used computer simulations to demonstrate that medical researchers should look not just at protein combinations but also the behaviour of the molecules in the solvent in which the proteins are immersed. In their study, the researchers focused on the behaviour of water molecules — the solvent — in the presence of stapled peptides.

Peptides are short chains of amino acids. In a sense, they are “dwarf proteins”.

Most people know proteins as body-building molecules — which is true — but there are thousands of different proteins. For example, snake venom is a cocktail of proteins, as is haemoglobin.

Both peptides and proteins are chains of amino acids. An amino acid is a molecule that has carbon, hydrogen, nitrogen, oxygen and a ‘side chain’ of molecules with other elements like sulphur. Since there are about 20 ‘side chains’, there are as many amino acids.

Stapled peptides are two peptides linked by a chemical. They are, therefore, engineered molecules.

They found that stapled peptides also altered the behaviour of water molecules. When a stapled peptide binds to its target protein, the water molecules gain ‘entropy’ or freedom, while the peptide itself becomes more stable and rigid. The behaviour of the water molecules could be manipulated to create more effective and ‘stickier’ medicines. Put simply, this means medicines (stapled peptides) can be made more effective by controlling how a drug interacts with the water molecules rather than by focusing only on the drug molecules’ shape and binding capability.

A more stable peptide binds better with its target — its efficacy increases. “Peptide-based drug discovery is an emerging field… Using in-silico (computer-based) approaches, effective peptide drug candidates can be identified and filtered at early stages. However, the detailed thermodynamics at the binding interface are often overlooked,” the researchers say in a joint statement to businessline.

They point out that in many ongoing drug discovery pipelines, the ‘entropic effects’ (freedom of movement of molecules) are largely ignored.

Therapeutic pathway

If a peptide’s binding property is improved, will it translate into a drug that requires lower doses or has fewer side effects?

“Stronger binding affinity can provide several practical advantages, including lower therapeutic doses, reduced off-target effects and potentially lower treatment costs. Importantly, understanding how stapling affects both peptide structure and surrounding water dynamics provides a… basis for the rational design of more effective peptide therapeutics,” the researchers respond in their statement.

However, they caution that translating the computational insights into clinical applications calls for more extensive experimental and clinical validation.

Interestingly, research into stapled peptides could well open the door to improved treatment for other diseases. “Researchers can identify optimal stapling positions and cross-linker chemistries that enhance binding affinity. This strategy expands opportunities for targeting challenging protein-protein interactions in areas such as oncology and immunology,” the statement says.

Published on June 1, 2026



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कगिसो रबाडा के नाम हुई पर्पल कैप, इतिहास रचने से चूके भुवनेश्वर कुमार; फाइनल में हुआ फैसला

कगिसो रबाडा के नाम हुई पर्पल कैप, इतिहास रचने से चूके भुवनेश्वर कुमार; फाइनल में हुआ फैसला


IPL 2026 Purple Cap Winner Kagiso Rabada: गुजरात टाइटंस के तेज गेंदबाज कगिसो रबाडा ने IPL 2026 में सबसे ज्यादा विकेट लेकर पर्पल कैप अपने नाम कर लिया है. सीजन का फाइनल मैच रॉयल चैलेंजर्स बेंगलुरु और गुजरात टाइटंस के बीच खेला जा रहा है. खिताबी मुकाबले में गुजरात के गेंदबाज ने कमाल कमाल किया. गुजरात के विरोध में खेल रही बेंगलुरु के तेज गेंदबाज भुवनेश्वर कुमार पर्पल कैप अपने नाम करने से चूक गए. अगर भुवी पर्पल कैप अपने नाम कर लेते, तो वह इतिहास रचते हुए एक बड़ा रिकॉर्ड भी अपने नाम कर लेते. 

फाइनल में गुजरात पहले बैटिंग के लिए उतरी. इस दौरान भुवनेश्वर ने 2 विकेट लेकर 28 विकेट अपने नाम किए. रबाडा के नाम पर सीजन में पहले से ही 28 विकेट दर्ज थे. फिर दूसरी पारी के दौरान जब रबाडा गेंदबाजी करने के लिए आए, तो उन्होंने देवदत्त पडिक्कल का विकेट लेकर 29 विकेट पूरे किए और पर्पल कैप अपने नाम कर ली. इस तरह रबाडा ने फाइनल में पर्पल कैप की जंग जीती. 

इतिहास रचने से चूके भुवनेश्वर कुमार 

बता दें कि आईपीएल इतिहास में सबसे ज्यादा पर्पल कैप जीतने का रिकॉर्ड भुवनेश्वर कुमार, ड्वेन ब्रावो और हर्षल पटेल के नाम पर दर्ज है. तीनों ही खिलाड़ियों ने 2-2 बार पर्पल कैप अपने नाम किया है. लिहाजा अगर भुवनेश्वर इस सीजन पर्पल कैप जीत जाते, तो वह तीन बार पर्पल कैप जीतने वाले आईपीएल इतिहास के पहले गेंदबाज बन जाते. इस तरह भुवी इतिहास रचने से चूक गए. 

वैभव सूर्यवंशी के नाम हुआ ऑरेंज कैप 

15 साल के वैभव सूर्यवंशी ने सीजन में सबसे ज्यादा रन बनाकर ऑरेंज कैप अपने सिर पर सजाया है. राजस्थान रॉयल्स के लिए खेलने वाले वैभव ने 16 मैचों की 16 पारियों में 48.50 की औसत और 237.31 के ताबड़तोड़ स्ट्राइक रेट से 776 रन बनाए. इस दौरान उनके बल्ले से 1 शतक और 5 अर्धशतक निकले. वैभव ऑरेंज कैप जीतने वाले सबसे कम उम्र के खिलाड़ी बन गए हैं. 

 

यह भी पढ़ें: IPL फाइनल के दिन वैभव सूर्यवंशी ने रचा इतिहास, बिना खेले सबसे बड़ा रिकॉर्ड किया अपने नाम



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शिव की जय जयकार से गूंजा नरेंद्र मोदी स्टेडियम, कैलाश खेर ने बांधा समां; दिखा अद्भुत नजारा

शिव की जय जयकार से गूंजा नरेंद्र मोदी स्टेडियम, कैलाश खेर ने बांधा समां; दिखा अद्भुत नजारा


IPL 2026 के फाइनल मैच में गुजरात टाइटंस ने पहले बल्लेबाजी करते हुए 155 रन बनाए. पारी का ब्रेक होने पर आमतौर पर मैदान में शांति का माहौल होता है, लेकिन यह फाइनल का मौका है. पारी के ब्रेक में कैलाश खेर ने मैदान में जो समा बांधा, उसे देख हजारों की संख्या में फैंस जोर-जोर से भगवान शिव की जय जयकार करने लगे.

कैलाश खेर ने भगवान शिव के गीत गए और साथ में अन्य कलाकारों ने डांस के माध्यम से महफिल लूटी. इसी बीच आसमान में त्रिशूल की प्रतिमा बनाई गई और जिसे देख हर कोई भौंचक्का रह गया. कुछ देर बाद आईपीएल ट्रॉफी भी आसमान में दिखी.

कैलाश खेर ने भोला मेरे, ॐ नमः शिवाय और बम लहरी जैसे लोकप्रिय गीत भी आए. पूरा नरेंद्र मोदी स्टेडियम शिव के जय जयकार से गूंज उठा. लाइट शो के माध्यम से भगवान शिव की नृत्य करते हुए तस्वीर बनाई गई, जिनके हाथ में त्रिशूल और डमरू भी है. यह तस्वीर सोशल मीडिया पर खूब वायरल भी होने लगी है. यह पूरा समापन समारोह का कार्यक्रम भगवान शिव पर आधारित रहा.

ग्राफिक्स के माध्यम से मैदान पर डमरू भी दिखाया गया. नरेंद्र मोदी स्टेडियम में अद्भुत नजारा देखने को मिला, जिसकी फैंस सोशल मीडिया पर जमकर तारीफ कर रहे हैं.

मैच की बात करें तो गुजरात के लिए वाशिंगटन सुंदर ने 50 रनों की जुझारू अर्धशतकीय पारी खेली. बाकी  कोई भी बल्लेबाज ज्यादा देर तक क्रीज पर नहीं टिक सका. 





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