Technology – Fill in the Blank – GK Questions

Q: The technique that enables LLMs to reason about visual inputs by combining vision and language models is called ________.

Multimodal Learning – Multimodal models (CLIP, LLaVA) process text, images, audio jointly, enabling visual question answering, image captioning, and cross-modal retrieval. Critical for next-gen AI applications.

Q: The Indian initiative for promoting semiconductor manufacturing is called India ________ Mission.

Semiconductor – India Semiconductor Mission implements ₹76,000 crore incentive scheme for fabs, display fabs, ATMP, design. Partnerships with global players announced. Critical for tech sovereignty questions.

Q: The technique that combines multiple models to improve prediction accuracy is called ________ Learning.

Ensemble – Ensemble methods (bagging, boosting, stacking) combine weak learners to reduce variance, bias, or improve predictions. Random Forests and Gradient Boosting are widely used ensemble techniques.

Q: The process of containing and eradicating threats after detection is called Incident ________.

Response – Incident response follows structured phases: preparation, detection, containment, eradication, recovery, lessons learned. Critical for minimizing breach impact and improving defenses.

Q: The technique that enables LLMs to plan and execute multi-step tasks autonomously is called ________ Agents.

AI / Autonomous – AI agents combine LLMs with planning, tool use, memory for autonomous task execution. Applications: research assistants, customer service, workflow automation. Critical for next-gen AI systems.

Q: The international organization that develops global internet standards is called World Wide Web ________.

Consortium / W3C – W3C develops web standards: HTML, CSS, XML, accessibility guidelines. Ensures interoperability and innovation on the web. India participates through W3C India office. Critical for web policy questions.

Q: The Indian policy framework for responsible AI development is called National Strategy for ________.

Artificial Intelligence / #AIforAll – #AIforAll strategy (NITI Aayog) focuses on leveraging AI for inclusive growth across healthcare, agriculture, education. Emphasizes research, skilling, data governance, and ethical principles.

Q: The metric that balances precision and recall for imbalanced classification is called ________ Score.

F1 – F1 Score = 2 * (Precision * Recall) / (Precision + Recall). Harmonic mean balancing false positives and false negatives. Critical for evaluating models on imbalanced datasets.

Q: The pattern of distributing application components across availability zones for resilience is called ________ Deployment.

Multi-AZ / High-Availability – Multi-AZ deployment distributes resources across physically separate data centers within a region, protecting against zone failures. Critical for business continuity and SLA compliance.

Q: The framework that categorizes adversary tactics and techniques for threat modeling is called ________.

MITRE ATT&CK – MITRE ATT&CK matrix catalogs adversary TTPs across enterprise, cloud, mobile. Enables threat-informed defense, detection engineering, and red teaming. Critical for mature security operations.