AA decentralized infrastructure enabling secure data sharing with governance rules
BA centralized database storing all organizational data
CA cloud storage service for big data
DA repository for open datasets only
✓Answer: (A) A decentralized infrastructure enabling secure data sharing with governance rules
According to the International Data Spaces Association (IDSA), a data space is a decentralized ecosystem where participants share data under common governance, standards, and usage control, while retaining control over their own data.
18April 2026
What is a major limitation of traditional data sharing (before Open Government Data initiatives, India)?
AToo much interoperability
BLack of standard formats and discoverability
CExcessive transparency
DOpen licensing issues
✓Answer: (B) Lack of standard formats and discoverability
Earlier, data was scattered, not machine-readable, difficult to access. OGD initiatives solved this by introducing standard formats, metadata, and centralized access.
17April 2026
Which of the following platforms provides APIs for accessing Indian government services and datasets?
ANDLI
BAPI Setu
CShodhganga
De-PG Pathshala
✓Answer: (B) API Setu
The API Setu platform enables secure API-based access to government data and services, supporting developers and digital innovation under Digital India.
16April 2026
The portal data.gov.in is associated with which initiative?
AOpen Government Data Platform India
BDigital Library of India
CNational Digital Health Mission
DBharatNet
✓Answer: (A) Open Government Data Platform India
The API Setu platform enables secure API-based access to government data and services, supporting developers and digital innovation under Digital India.
15April 2026
What is the role of metadata in data sharing?
ATo restrict access
BTo replace the dataset
CTo encrypt data
DTo describe and enable discovery of data
✓Answer: (D) To describe and enable discovery of data
Metadata provides context (who, what, when, how), making data findable and understandable.
14April 2026
Which of the following is a recommended strategy for handling sensitive data?
APublishing all raw data openly
BIgnoring ethical approval
CUsing anonymisation and controlled access
DAvoiding data sharing completely
✓Answer: (C) Using anonymisation and controlled access
Sensitive data should be managed using anonymisation, restricted access, or secure environments, not avoided entirely.
13April 2026
Which publisher integrates OA through platforms like BioMed Central?
ASpringer Nature
BElsevier
CSAGE Publications
DDe Gruyter
✓Answer: (A) Springer Nature
Springer Nature integrates Open Access through platforms like BioMed Central (BMC), which publishes fully OA journals where all articles are freely accessible under the Gold Open Access model.
12April 2026
Which of the following best describes APC (Article Processing Charge)?
AFee paid by authors to publish OA
BFee for accessing articles
CFee for indexing journals
DFee for peer review
✓Answer: (A) Fee paid by authors to publish OA
APCs fund Gold OA publishing models.
11April 2026
Journal “flipping” refers to:
AConverting OA journals into subscription journals
BChanging editorial boards
CTransitioning from subscription to full OA
DSwitching indexing databases
✓Answer: (D) Transitioning from subscription to full OA
Flipping is a key strategy in OA transformation.
10April 2026
Which publisher is considered a pioneer of the modern Open Access movement?
AWiley
BSAGE Publications
CElsevier
DPublic Library of Science (PLOS)
✓Answer: (D) Public Library of Science (PLOS)
PLOS played a foundational role in establishing fully OA publishing ecosystems, especially with PLOS ONE.
09April 2026
“Transformative agreements” primarily aim to:
AReplace peer review with open review
BConvert subscription costs into OA publishing support
CEliminate APCs completely
DRestrict access to institutional users
✓Answer: (B) Convert subscription costs into OA publishing support
These agreements shift institutional payments from reading (subscriptions) to publishing (OA funding).
08April 2026
Which publisher follows a fully Gold Open Access model across all its journals?
AElsevier
BSpringer Nature
CMDPI
DTaylor & Francis
✓Answer: (C) MDPI
MDPI operates entirely under the Gold OA model, where all articles are immediately accessible upon publication.
07April 2026
What is the primary function of tokenization in LLM pipelines?
AConverting text into units that can be numerically encoded
BEncrypting text data
CCompressing datasets
DRemoving stopwords
✓Answer: (A) Converting text into units that can be numerically encoded
Tokenization prepares raw text for machine processing by breaking it into units that can be mapped to numbers.
06April 2026
Which statement best defines a “token” in LLMs?
AA complete sentence processed by the model
BThe smallest unit of meaning always equal to a word
CThe smallest unit of meaning always equal to a word
DA unit of text that may represent words, subwords, or characters
✓Answer: (D) A unit of text that may represent words, subwords, or characters
A token is a flexible unit—it can be a word, part of a word, or even punctuation. It is later converted into numerical form for processing.
05April 2026
What is the main goal of AI governance?
AImprove model speed
BRegulate and guide AI development and use
CReplace human decision-making
DIncrease data volume
✓Answer: (B) Regulate and guide AI development and use
AI governance includes policies, standards, and regulations to ensure ethical and safe AI deployment.
04April 2026
What is the key risk of an echo chamber in AI-driven platforms?
AReinforcement of existing beliefs
BData leakage
CReduced computational efficiency
DIncreased transparency
✓Answer: (A) Reinforcement of existing beliefs
Echo chambers limit exposure to diverse viewpoints, reinforcing biases and potentially spreading misinformation.
03April 2026
Zero-shot prompting is most effective when:
AThe task requires strict formatting
BThe task is novel and unseen
CThe task is simple and generalizable
DThe dataset is small
✓Answer: (C) The task is simple and generalizable
Zero-shot works best for common, well-understood tasks where the model can generalize easily.
02April 2026
What is zero-shot prompting?
AA method where the model is trained on zero data
BA prompting technique without providing examples
CA technique using one example in the prompt
DA method requiring reinforcement learning
✓Answer: (B) A prompting technique without providing examples
Zero-shot prompting involves giving only instructions to the model without any sample examples.
01April 2026
Which statement is INCORRECT?
ADOI is an application of Handle System
BAll URLs are URIs
CAll URIs are URLs
DSupport long-term preservation and authenticity of digital objects
✓Answer: (C) All URIs are URLs
All URLs are URIs, but not all URIs are URLs—URI also includes URN
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