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Topic 05 · Social Media, Misinformation and Public Debate

A feed is not a public square.

Examine how algorithms shape attention, why false claims travel, and how platforms, journalists and citizens can protect open debate without suppressing disagreement.

110 vocabulary items15 recycled expressions15 phrasal verbs30 speaking models7 developed essays
Original editorial photograph · Academic English Studio

How to use this chapter

Study the recycled language first. Then learn new vocabulary in four layers, complete the contextual retrieval tasks, read the integrated article, analyse both essays and answer every speaking question aloud. Every writing field and your quick notes are saved automatically on this device.

Public information moves through three connected spaces.

An adult viewing a personalised social-media feed in a café
The feed: selection before attention

Ranking systems decide which voices and claims become visible.

Original editorial image created for Academic English Studio
A fact-checking team comparing online claims with documentary evidence
Verification: reconstruct the evidence

Reliable conclusions depend on origin, context and independent confirmation.

Original editorial image created for Academic English Studio
Adults participating in a moderated public discussion
Public debate: disagreement without distortion

Viewpoint diversity requires shared standards of evidence and respectful challenge.

Original editorial image created for Academic English Studio
Source and recycling audit

Seventy-five new topical items are linked to public-facing journalism. Twenty academic expressions are clearly labelled as framework language. Fifteen expressions are recycled from Topics 01–03 and then reused in the reading, speaking and essays.

Cumulative spaced review · 15 expressions

Repeat vocabulary from earlier topics

These expressions come from Education, Health and Justice. Recall them first, then use them to discuss platforms, misinformation and public debate.

Five expressions are recycled from each of Topics 02–04; their origin is shown on every card.

Review flashcards

REVIEW ↺ · Topic 02адресная поддержкаRecall the English expression
targeted supporthelp directed at a specific need or group
REVIEW ↺ · Topic 02структурная несправедливостьRecall the English expression
structural injusticeunfairness embedded in institutions
REVIEW ↺ · Topic 02человеческий капиталRecall the English expression
human capitalpeople's knowledge, skills and productive capacity
REVIEW ↺ · Topic 02универсальное решениеRecall the English expression
a one-size-fits-all solutionone policy applied regardless of different needs
REVIEW ↺ · Topic 02долгосрочные экономические результатыRecall the English expression
long-term economic outcomeseconomic effects that emerge over time
REVIEW ↺ · Topic 03структурные препятствияRecall the English expression
structural barrierssystemic conditions that restrict opportunity
REVIEW ↺ · Topic 03хронический стрессRecall the English expression
chronic stresspersistent stress over an extended period
REVIEW ↺ · Topic 03психическое благополучиеRecall the English expression
mental wellbeinga stable and healthy psychological state
REVIEW ↺ · Topic 03поддержка сообществаRecall the English expression
community supportpractical and social help from local networks
REVIEW ↺ · Topic 03непредвиденные последствияRecall the English expression
unintended consequenceseffects that were not planned or expected
REVIEW ↺ · Topic 04общественное довериеRecall the English expression
public confidencethe public's trust in an institution or process
REVIEW ↺ · Topic 04порог доказательностиRecall the English expression
evidence thresholdthe level of evidence required before acting
REVIEW ↺ · Topic 04правовые гарантииRecall the English expression
legal safeguardsrules that protect rights and prevent misuse
REVIEW ↺ · Topic 04индивидуальные обстоятельстваRecall the English expression
individual circumstancesfacts specific to a particular person or case
REVIEW ↺ · Topic 04долгосрочная общественная ценностьRecall the English expression
long-term public valuedurable benefit created for society

Retrieval practice

1. help directed at a specific need or group

Meaning: help directed at a specific need or group

2. unfairness embedded in institutions

Meaning: unfairness embedded in institutions

3. people's knowledge, skills and productive capacity

Meaning: people's knowledge, skills and productive capacity

4. one policy applied regardless of different needs

Meaning: one policy applied regardless of different needs

5. economic effects that emerge over time

Meaning: economic effects that emerge over time

6. systemic conditions that restrict opportunity

Meaning: systemic conditions that restrict opportunity

7. persistent stress over an extended period

Meaning: persistent stress over an extended period

8. a stable and healthy psychological state

Meaning: a stable and healthy psychological state

9. practical and social help from local networks

Meaning: practical and social help from local networks

10. effects that were not planned or expected

Meaning: effects that were not planned or expected

11. the public's trust in an institution or process

Meaning: the public's trust in an institution or process

12. the level of evidence required before acting

Meaning: the level of evidence required before acting

13. rules that protect rights and prevent misuse

Meaning: rules that protect rights and prevent misuse

14. facts specific to a particular person or case

Meaning: facts specific to a particular person or case

15. durable benefit created for society

Meaning: durable benefit created for society

Four-layer vocabulary system

1. Vocabulary

Learn the recycled language first, then move through advanced, essential, academic and spoken layers. Click any highlighted expression later in the chapter to reopen its meaning, example and source.

RECYCLE ↺

Recycle Topics 01–03

RECYCLE ↺

targeted support

адресная поддержка

help directed at a specific need or group

Young users need targeted support rather than generic warnings.

Recycled from Topic 02
RECYCLE ↺

structural injustice

структурная несправедливость

unfairness embedded in institutions

Unequal visibility online can reproduce structural injustice.

Recycled from Topic 02
RECYCLE ↺

human capital

человеческий капитал

people's knowledge, skills and productive capacity

Media literacy is an investment in human capital.

Recycled from Topic 02
RECYCLE ↺

a one-size-fits-all solution

универсальное решение

one policy applied regardless of different needs

A total ban is usually a one-size-fits-all solution.

Recycled from Topic 02
RECYCLE ↺

long-term economic outcomes

долгосрочные экономические результаты

economic effects that emerge over time

A healthier information space may improve long-term economic outcomes.

Recycled from Topic 02
RECYCLE ↺

structural barriers

структурные препятствия

systemic conditions that restrict opportunity

Paywalls and weak connectivity create structural barriers to reliable information.

Recycled from Topic 03
RECYCLE ↺

chronic stress

хронический стресс

persistent stress over an extended period

Constant exposure to conflict can intensify chronic stress.

Recycled from Topic 03
RECYCLE ↺

mental wellbeing

психическое благополучие

a stable and healthy psychological state

Platform design can influence users' mental wellbeing.

Recycled from Topic 03
RECYCLE ↺

community support

поддержка сообщества

practical and social help from local networks

Community support helps people resist online harassment.

Recycled from Topic 03
RECYCLE ↺

unintended consequences

непредвиденные последствия

effects that were not planned or expected

Automated moderation can produce unintended consequences.

Recycled from Topic 03
RECYCLE ↺

public confidence

общественное доверие

the public's trust in an institution or process

Transparent corrections can protect public confidence.

Recycled from Topic 04
RECYCLE ↺

evidence threshold

порог доказательности

the level of evidence required before acting

Removal of lawful speech requires a clear evidence threshold.

Recycled from Topic 04
RECYCLE ↺

legal safeguards

правовые гарантии

rules that protect rights and prevent misuse

Platform regulation needs strong legal safeguards.

Recycled from Topic 04
RECYCLE ↺

individual circumstances

индивидуальные обстоятельства

facts specific to a particular person or case

Moderators should consider individual circumstances and context.

Recycled from Topic 04
RECYCLE ↺

long-term public value

долгосрочная общественная ценность

durable benefit created for society

Independent journalism creates long-term public value.

Recycled from Topic 04

ADVANCED

Advanced topical collocations · 40

ADVANCED

social media platform

платформа социальных сетей

an online service where users create and exchange content

A social media platform shapes what users encounter through design choices.

Vox — What a healthier social platform might require
ADVANCED

engagement-driven design

дизайн, ориентированный на вовлечённость

product design that prioritises clicks, reactions and time spent

Engagement-driven design often rewards emotionally intense material.

Vox — What a healthier social platform might require
ADVANCED

attention economy

экономика внимания

a market in which human attention is treated as a scarce resource

The attention economy gives platforms an incentive to maximise viewing time.

Vox — Why lying on the internet keeps working
ADVANCED

misinformation

недостоверная информация

false or inaccurate information shared without necessarily intending harm

Misinformation may spread when users share before checking.

The Guardian — The fake-news confidence trap
ADVANCED

synthetic media

синтетические медиаматериалы

media generated or substantially altered by artificial intelligence

Synthetic media can support creativity as well as deception.

AP — AI, deepfakes and political misinformation
ADVANCED

fact-checking organisation

фактчекинговая организация

an independent group that verifies public claims

A fact-checking organisation should publish evidence and correction methods.

The Guardian — The fake-news confidence trap
ADVANCED

source credibility

надёжность источника

the degree to which a source is trustworthy and informed

Source credibility depends on expertise, evidence and a record of correction.

Vox — Why lying on the internet keeps working
ADVANCED

confirmation bias

предвзятость подтверждения

the tendency to favour evidence that supports existing beliefs

Confirmation bias makes agreeable claims feel more credible.

Vox — Why lying on the internet keeps working
ADVANCED

motivated reasoning

мотивированное рассуждение

reasoning shaped by a desired conclusion

Motivated reasoning can make corrections feel like personal attacks.

Vox — Why lying on the internet keeps working
ADVANCED

emotional manipulation

эмоциональная манипуляция

deliberate use of emotion to influence judgement

Emotional manipulation encourages immediate reaction instead of verification.

AP — Anonymous accounts and false political claims
ADVANCED

coordinated influence campaign

скоординированная кампания влияния

organised activity intended to shape public beliefs

A coordinated influence campaign may use many apparently unrelated accounts.

AP — AI, deepfakes and political misinformation

ESSENTIAL

Essential topical collocations · 20

ESSENTIAL

spread misinformation

распространять недостоверную информацию

circulate information that is false or inaccurate

Well-meaning users can spread misinformation through hurried sharing.

AP — Fact-checking false and misleading election claims
ESSENTIAL

read beyond the headline

читать дальше заголовка

examine the full article rather than relying on its title

Users who read beyond the headline are less likely to miss qualifications.

Vox — Why lying on the internet keeps working
ESSENTIAL

distinguish fact from opinion

отличать факт от мнения

separate verifiable statements from personal judgements

Students should learn to distinguish fact from opinion.

The Guardian — The fake-news confidence trap
ESSENTIAL

amplify extreme content

усиливать распространение экстремального контента

increase the visibility and reach of extreme material

Recommendation systems may amplify extreme content because it retains attention.

The Guardian — Social media algorithms amplify harmful content
ESSENTIAL

hold platforms accountable

привлекать платформы к ответственности

require platforms to explain and answer for their effects

Independent audits can help hold platforms accountable.

Vox — What a healthier social platform might require

ACADEMIC

Academic expressions · 20

ACADEMIC

causal mechanism

причинный механизм

the process through which one factor produces an effect

Researchers must explain the causal mechanism linking ranking and belief.

Academic framework expression
ACADEMIC

empirical evidence

эмпирические данные

evidence obtained through observation or measurement

Regulation should respond to empirical evidence rather than panic.

Academic framework expression
ACADEMIC

burden of proof

бремя доказательства

responsibility for supporting a claim with evidence

The burden of proof rests with the person making an extraordinary allegation.

Academic framework expression
ACADEMIC

proportional response

соразмерная реакция

an action matched to the seriousness of a risk or violation

A warning may be a more proportional response than permanent removal.

Academic framework expression
ACADEMIC

legitimate public interest

законный общественный интерес

a genuine societal reason for publishing information

Investigative reporting may serve a legitimate public interest.

Academic framework expression
ACADEMIC

measurable harm

измеримый вред

damage that can be identified and assessed

Rules should define the measurable harm they are intended to reduce.

Academic framework expression
ACADEMIC

democratic legitimacy

демократическая легитимность

publicly justified authority within a democratic system

Private moderation decisions can have consequences for democratic legitimacy.

Academic framework expression
ACADEMIC

freedom of expression

свобода выражения мнения

the right to communicate ideas without unjustified interference

Freedom of expression protects unpopular as well as popular opinions.

Academic framework expression
ACADEMIC

viewpoint diversity

разнообразие точек зрения

meaningful exposure to different perspectives

A healthy forum should support viewpoint diversity without rewarding abuse.

Academic framework expression
ACADEMIC

editorial independence

редакционная независимость

freedom of journalists from improper outside control

Editorial independence allows reporters to correct powerful actors.

Academic framework expression
ACADEMIC

institutional trust

доверие к институтам

confidence in organisations and public systems

Repeated deception can weaken institutional trust.

Academic framework expression
ACADEMIC

regulatory oversight

регуляторный надзор

external supervision of compliance with rules

Regulatory oversight should include access to meaningful platform data.

Academic framework expression
ACADEMIC

transparent criteria

прозрачные критерии

clear standards that can be publicly understood

Moderation should rely on transparent criteria.

Academic framework expression
ACADEMIC

procedural fairness

процедурная справедливость

fairness in the process used to reach a decision

Notice and appeal are essential to procedural fairness.

Academic framework expression
ACADEMIC

cross-platform coordination

координация между платформами

cooperation between different online services

Cross-platform coordination may be necessary during a coordinated attack.

Academic framework expression
ACADEMIC

societal resilience

устойчивость общества

a society's capacity to withstand and recover from disruption

Media literacy can strengthen societal resilience.

Academic framework expression
ACADEMIC

information asymmetry

информационная асимметрия

a situation in which one side possesses substantially more information

Information asymmetry makes it difficult for users to judge ranking systems.

Academic framework expression
ACADEMIC

risk-based approach

подход на основе оценки риска

a policy that directs stronger action toward greater risks

A risk-based approach distinguishes satire from dangerous impersonation.

Academic framework expression
ACADEMIC

chilling effect

сдерживающий эффект

discouragement of lawful activity through fear of punishment

Vague rules can create a chilling effect on political discussion.

Academic framework expression
ACADEMIC

public-interest journalism

общественно значимая журналистика

reporting intended to inform society about important matters

Public-interest journalism provides verified information during crises.

Academic framework expression

SPEAKING

Article-derived phrasal verbs · 15

Active recall · 110 cards

2. RU → EN flashcards

Say the English expression before turning the card. Every card includes audio and contributes to chapter progress.

адресная поддержкаRecycled from Topic 02
targeted support

help directed at a specific need or group

структурная несправедливостьRecycled from Topic 02
structural injustice

unfairness embedded in institutions

человеческий капиталRecycled from Topic 02
human capital

people's knowledge, skills and productive capacity

универсальное решениеRecycled from Topic 02
a one-size-fits-all solution

one policy applied regardless of different needs

долгосрочные экономические результатыRecycled from Topic 02
long-term economic outcomes

economic effects that emerge over time

структурные препятствияRecycled from Topic 03
structural barriers

systemic conditions that restrict opportunity

хронический стрессRecycled from Topic 03
chronic stress

persistent stress over an extended period

психическое благополучиеRecycled from Topic 03
mental wellbeing

a stable and healthy psychological state

поддержка сообществаRecycled from Topic 03
community support

practical and social help from local networks

непредвиденные последствияRecycled from Topic 03
unintended consequences

effects that were not planned or expected

общественное довериеRecycled from Topic 04
public confidence

the public's trust in an institution or process

порог доказательностиRecycled from Topic 04
evidence threshold

the level of evidence required before acting

правовые гарантииRecycled from Topic 04
legal safeguards

rules that protect rights and prevent misuse

индивидуальные обстоятельстваRecycled from Topic 04
individual circumstances

facts specific to a particular person or case

долгосрочная общественная ценностьRecycled from Topic 04
long-term public value

durable benefit created for society

информационная экосистемаThe Guardian — Experts assess misinformation and the information environment
information ecosystem

the connected system through which information is produced and circulated

платформа социальных сетейVox — What a healthier social platform might require
social media platform

an online service where users create and exchange content

алгоритмический отбор контентаThe Guardian — Influencers, algorithms and online manipulation
algorithmic curation

automatic selection and ordering of material for users

рекомендательная системаThe Guardian — How recommendation systems lead users down a rabbit hole
recommendation system

software that predicts which content a user may engage with

дизайн, ориентированный на вовлечённостьVox — What a healthier social platform might require
engagement-driven design

product design that prioritises clicks, reactions and time spent

персонализированная лентаThe Guardian — Influencers, algorithms and online manipulation
personalised feed

a stream of content selected for an individual user

экономика вниманияVox — Why lying on the internet keeps working
attention economy

a market in which human attention is treated as a scarce resource

вирусный контентAP — Fact-checking false and misleading election claims
viral content

material that spreads extremely quickly between users

модерация контентаThe Guardian — Social media algorithms amplify harmful content
content moderation

the enforcement of rules governing user-generated material

автоматическая модерацияAP — Oversight board calls for clearer manipulated-media rules
automated moderation

machine-led detection or restriction of content

модератор-человекVox — What a healthier social platform might require
human moderator

a person who reviews content and applies platform rules

правила сообществаThe Guardian — Social media algorithms amplify harmful content
community standards

a platform's published rules for acceptable behaviour

управление платформамиVox — What a healthier social platform might require
platform governance

the rules and institutions that control online platforms

прозрачность алгоритмовThe Guardian — Influencers, algorithms and online manipulation
algorithmic transparency

meaningful information about how automated systems make choices

поток данныхThe Guardian — Influencers, algorithms and online manipulation
data flow

the movement of information between users, systems or organisations

система ранжированияThe Guardian — Influencers, algorithms and online manipulation
ranking system

a method for ordering posts or search results

эхо-камераVox — What a healthier social platform might require
echo chamber

an environment in which similar beliefs are repeatedly reinforced

информационный пузырьThe Guardian — How recommendation systems lead users down a rabbit hole
filter bubble

a personalised information environment that limits exposure to different views

недостоверная информацияThe Guardian — The fake-news confidence trap
misinformation

false or inaccurate information shared without necessarily intending harm

дезинформацияAP — AI, deepfakes and political misinformation
disinformation

false information deliberately created or spread to deceive

ложный нарративAP — Anonymous accounts and false political claims
false narrative

a misleading explanatory story built around selected claims

вводящее в заблуждение утверждениеAP — Fact-checking false and misleading election claims
misleading claim

a statement that creates a false impression

изменённые медиаматериалыAP — Oversight board calls for clearer manipulated-media rules
manipulated media

audio, images or video altered to change their apparent meaning

синтетические медиаматериалыAP — AI, deepfakes and political misinformation
synthetic media

media generated or substantially altered by artificial intelligence

видео-дипфейкTIME — Convincing AI video and the deepfake problem
deepfake video

realistic fabricated video that imitates a real person or event

клонированный голосAP — AI, deepfakes and political misinformation
cloned voice

artificial audio made to imitate a person's voice

контент, созданный ИИThe Guardian — Experts assess misinformation and the information environment
AI-generated content

text, audio or images created by generative systems

происхождение цифрового контентаAP — Technology companies agree election-deepfake safeguards
content provenance

information about where digital material came from and how it changed

цифровой водяной знакAP — AI, deepfakes and political misinformation
digital watermark

a visible or hidden marker attached to digital material

фактчекинговая организацияThe Guardian — The fake-news confidence trap
fact-checking organisation

an independent group that verifies public claims

независимая проверкаAP — Fact-checking false and misleading election claims
independent verification

confirmation by a source not controlled by the original claimant

надёжность источникаVox — Why lying on the internet keeps working
source credibility

the degree to which a source is trustworthy and informed

подтверждающие доказательстваAP — Fact-checking false and misleading election claims
corroborating evidence

additional evidence that supports a claim

медиаграмотностьThe Guardian — The fake-news confidence trap
media literacy

the ability to evaluate and create media critically

предвзятость подтвержденияVox — Why lying on the internet keeps working
confirmation bias

the tendency to favour evidence that supports existing beliefs

мотивированное рассуждениеVox — Why lying on the internet keeps working
motivated reasoning

reasoning shaped by a desired conclusion

эмоциональная манипуляцияAP — Anonymous accounts and false political claims
emotional manipulation

deliberate use of emotion to influence judgement

скоординированная кампания влиянияAP — AI, deepfakes and political misinformation
coordinated influence campaign

organised activity intended to shape public beliefs

анонимный аккаунтAP — Anonymous accounts and false political claims
anonymous account

an account whose operator's identity is concealed

общественный дискурсThe Guardian — Experts assess misinformation and the information environment
public discourse

the exchange of ideas about shared political and social questions

поделиться публикациейThe Guardian — The fake-news confidence trap
share a post

send a social-media post to other users

стать вируснымTIME — Convincing AI video and the deepfake problem
go viral

spread very quickly across the internet

распространять недостоверную информациюAP — Fact-checking false and misleading election claims
spread misinformation

circulate information that is false or inaccurate

проверить утверждениеAP — Fact-checking false and misleading election claims
verify a claim

check whether a statement is supported by reliable evidence

проверить источникThe Guardian — The fake-news confidence trap
check the source

inspect who produced information and on what basis

читать дальше заголовкаVox — Why lying on the internet keeps working
read beyond the headline

examine the full article rather than relying on its title

отличать факт от мненияThe Guardian — The fake-news confidence trap
distinguish fact from opinion

separate verifiable statements from personal judgements

отметить вредоносный контентThe Guardian — Social media algorithms amplify harmful content
flag harmful content

report material that may violate platform rules

удалить публикациюAP — Oversight board calls for clearer manipulated-media rules
remove a post

delete content from a platform

приостановить действие аккаунтаThe Guardian — Social media algorithms amplify harmful content
suspend an account

temporarily prevent an account from operating

обжаловать решениеAP — Oversight board calls for clearer manipulated-media rules
appeal a decision

ask for a moderation judgement to be reviewed

защищать свободу словаAP — Oversight board calls for clearer manipulated-media rules
protect free speech

preserve people's right to express lawful ideas

выразить мнениеThe Guardian — Experts assess misinformation and the information environment
express an opinion

state a personal view

оспорить утверждениеVox — Why lying on the internet keeps working
challenge a claim

question a statement and request evidence

ссылаться на надёжные доказательстваAP — Fact-checking false and misleading election claims
cite reliable evidence

support an argument with trustworthy information

охватить широкую аудиториюAP — AI, deepfakes and political misinformation
reach a wide audience

be seen or heard by many people

формировать общественное мнениеThe Guardian — Influencers, algorithms and online manipulation
shape public opinion

influence what a population thinks

поляризовать дискуссиюThe Guardian — How recommendation systems lead users down a rabbit hole
polarise debate

divide discussion into hostile opposing camps

усиливать распространение экстремального контентаThe Guardian — Social media algorithms amplify harmful content
amplify extreme content

increase the visibility and reach of extreme material

привлекать платформы к ответственностиVox — What a healthier social platform might require
hold platforms accountable

require platforms to explain and answer for their effects

причинный механизмAcademic framework expression
causal mechanism

the process through which one factor produces an effect

эмпирические данныеAcademic framework expression
empirical evidence

evidence obtained through observation or measurement

бремя доказательстваAcademic framework expression
burden of proof

responsibility for supporting a claim with evidence

соразмерная реакцияAcademic framework expression
proportional response

an action matched to the seriousness of a risk or violation

законный общественный интересAcademic framework expression
legitimate public interest

a genuine societal reason for publishing information

измеримый вредAcademic framework expression
measurable harm

damage that can be identified and assessed

демократическая легитимностьAcademic framework expression
democratic legitimacy

publicly justified authority within a democratic system

свобода выражения мненияAcademic framework expression
freedom of expression

the right to communicate ideas without unjustified interference

разнообразие точек зренияAcademic framework expression
viewpoint diversity

meaningful exposure to different perspectives

редакционная независимостьAcademic framework expression
editorial independence

freedom of journalists from improper outside control

доверие к институтамAcademic framework expression
institutional trust

confidence in organisations and public systems

регуляторный надзорAcademic framework expression
regulatory oversight

external supervision of compliance with rules

прозрачные критерииAcademic framework expression
transparent criteria

clear standards that can be publicly understood

процедурная справедливостьAcademic framework expression
procedural fairness

fairness in the process used to reach a decision

координация между платформамиAcademic framework expression
cross-platform coordination

cooperation between different online services

устойчивость обществаAcademic framework expression
societal resilience

a society's capacity to withstand and recover from disruption

информационная асимметрияAcademic framework expression
information asymmetry

a situation in which one side possesses substantially more information

подход на основе оценки рискаAcademic framework expression
risk-based approach

a policy that directs stronger action toward greater risks

сдерживающий эффектAcademic framework expression
chilling effect

discouragement of lawful activity through fear of punishment

общественно значимая журналистикаAcademic framework expression
public-interest journalism

reporting intended to inform society about important matters

пролистыватьThe Guardian — How recommendation systems lead users down a rabbit hole
scroll through

move through digital content on a screen

случайно натолкнутьсяTIME — Convincing AI video and the deepfake problem
come across

encounter something unexpectedly

нажать наVox — Why lying on the internet keeps working
click on

select a digital link or item

передать дальшеThe Guardian — The fake-news confidence trap
pass on

share information with another person

удалить с платформыAP — Oversight board calls for clearer manipulated-media rules
take down

remove online content

обратить внимание наThe Guardian — The fake-news confidence trap
flag up

draw attention to a possible problem

публично указать на проблемуAP — Fact-checking false and misleading election claims
call out

publicly criticise false or harmful behaviour

противостоятьThe Guardian — Influencers, algorithms and online manipulation
push back against

resist an idea, practice or pressure

поверить вVox — Why lying on the internet keeps working
buy into

accept an idea or story as true

повестись наAP — AI, deepfakes and political misinformation
fall for

be deceived by something

проверитьAP — Fact-checking false and misleading election claims
check out

investigate or examine something

разыскатьAP — Fact-checking false and misleading election claims
track down

find something after deliberate searching

отфильтроватьVox — What a healthier social platform might require
filter out

remove unwanted material from a stream

влиять на; подпитыватьThe Guardian — Social media algorithms amplify harmful content
feed into

contribute to a wider process or result

вмешатьсяAP — Technology companies agree election-deepfake safeguards
step in

intervene in a situation

Retrieval before recognition

3. Contextual retrieval

Complete each sentence with the precise expression. Every vocabulary item is retrieved once, in the same format as Topic 03.

1. Young users need __________ rather than generic warnings.

Meaning: help directed at a specific need or group

2. Unequal visibility online can reproduce __________.

Meaning: unfairness embedded in institutions

3. Media literacy is an investment in __________.

Meaning: people's knowledge, skills and productive capacity

4. A total ban is usually __________.

Meaning: one policy applied regardless of different needs

5. A healthier information space may improve __________.

Meaning: economic effects that emerge over time

6. Paywalls and weak connectivity create __________ to reliable information.

Meaning: systemic conditions that restrict opportunity

7. Constant exposure to conflict can intensify __________.

Meaning: persistent stress over an extended period

8. Platform design can influence users' __________.

Meaning: a stable and healthy psychological state

9. __________ helps people resist online harassment.

Meaning: practical and social help from local networks

10. Automated moderation can produce __________.

Meaning: effects that were not planned or expected

11. Transparent corrections can protect __________.

Meaning: the public's trust in an institution or process

12. Removal of lawful speech requires a clear __________.

Meaning: the level of evidence required before acting

13. Platform regulation needs strong __________.

Meaning: rules that protect rights and prevent misuse

14. Moderators should consider __________ and context.

Meaning: facts specific to a particular person or case

15. Independent journalism creates __________.

Meaning: durable benefit created for society

16. Reliable journalism remains essential to a healthy __________.

Meaning: the connected system through which information is produced and circulated

17. A __________ shapes what users encounter through design choices.

Meaning: an online service where users create and exchange content

18. __________ determines which voices become unusually visible.

Meaning: automatic selection and ordering of material for users

19. A __________ should be evaluated by more than viewing time.

Meaning: software that predicts which content a user may engage with

20. __________ can reward conflict because conflict retains attention.

Meaning: product design that prioritises clicks, reactions and time spent

21. Two neighbours may receive a completely different __________.

Meaning: a stream of content selected for an individual user

22. In the __________, emotional intensity has commercial value.

Meaning: a market in which human attention is treated as a scarce resource

23. __________ can reach millions before verification is complete.

Meaning: material that spreads extremely quickly between users

24. __________ must combine scale with contextual judgement.

Meaning: the enforcement of rules governing user-generated material

25. __________ operates at scale but can misunderstand satire.

Meaning: machine-led detection or restriction of content

26. A __________ can recognise context that a classifier misses.

Meaning: a person who reviews content and applies platform rules

27. __________ should explain how harassment and deception are assessed.

Meaning: a platform's published rules for acceptable behaviour

28. __________ determines who sets rules and hears appeals.

Meaning: the rules and institutions that control online platforms

29. Meaningful __________ explains objectives, data and measurable effects.

Meaning: meaningful information about how automated systems make choices

30. Regulators need to understand each __________ that shapes recommendations.

Meaning: the movement of information between users, systems or organisations

31. A __________ can quietly favour outrage over accuracy.

Meaning: a method for ordering posts or search results

32. An __________ reinforces beliefs through repetition and social approval.

Meaning: an environment in which similar beliefs are repeatedly reinforced

33. A __________ is partly produced by algorithms and partly by user choice.

Meaning: a personalised information environment that limits exposure to different views

34. __________ can be shared sincerely even when it is false.

Meaning: false or inaccurate information shared without necessarily intending harm

35. __________ involves an intention to deceive or manipulate.

Meaning: false information deliberately created or spread to deceive

36. A __________ can survive even after one image is debunked.

Meaning: a misleading explanatory story built around selected claims

37. A __________ may use accurate facts while hiding decisive context.

Meaning: a statement that creates a false impression

38. __________ predates artificial intelligence but is now easier to produce.

Meaning: audio, images or video altered to change their apparent meaning

39. __________ can support creativity as well as deception.

Meaning: media generated or substantially altered by artificial intelligence

40. A convincing __________ can falsely place a speaker at an event.

Meaning: realistic fabricated video that imitates a real person or event

41. A __________ may sound convincing during a short phone call.

Meaning: artificial audio made to imitate a person's voice

42. __________ should be assessed by use and effect, not novelty alone.

Meaning: text, audio or images created by generative systems

43. __________ helps a viewer reconstruct where a file came from.

Meaning: information about where digital material came from and how it changed

44. A __________ can indicate that an image was generated.

Meaning: a visible or hidden marker attached to digital material

45. A __________ should publish evidence and correction methods.

Meaning: an independent group that verifies public claims

46. __________ is especially important during a fast-moving crisis.

Meaning: confirmation by a source not controlled by the original claimant

47. A confident tone is not evidence of __________.

Meaning: the degree to which a source is trustworthy and informed

48. Investigators searched for __________ before repeating the allegation.

Meaning: additional evidence that supports a claim

49. __________ should teach practical habits rather than abstract suspicion.

Meaning: the ability to evaluate and create media critically

50. __________ makes supportive evidence easier to accept.

Meaning: the tendency to favour evidence that supports existing beliefs

51. __________ can make corrections feel like personal attacks.

Meaning: reasoning shaped by a desired conclusion

52. __________ encourages immediate reaction instead of verification.

Meaning: deliberate use of emotion to influence judgement

53. A __________ can create the appearance of spontaneous agreement.

Meaning: organised activity intended to shape public beliefs

54. An __________ may protect safety or conceal responsibility.

Meaning: an account whose operator's identity is concealed

55. Constructive __________ requires disagreement without dehumanisation.

Meaning: the exchange of ideas about shared political and social questions

56. People often __________ after reading only its headline.

Meaning: send a social-media post to other users

57. A dramatic clip can __________ before journalists establish its origin.

Meaning: spread very quickly across the internet

58. Well-meaning users can __________ through hurried sharing.

Meaning: circulate information that is false or inaccurate

59. Readers should __________ before repeating it publicly.

Meaning: check whether a statement is supported by reliable evidence

60. __________ before trusting an unfamiliar screenshot.

Meaning: inspect who produced information and on what basis

61. Users who __________ are less likely to miss qualifications.

Meaning: examine the full article rather than relying on its title

62. Students should learn to __________.

Meaning: separate verifiable statements from personal judgements

63. Users can __________ for further review.

Meaning: report material that may violate platform rules

64. A platform may __________ that directly incites violence.

Meaning: delete content from a platform

65. Repeated violations may lead a platform to __________.

Meaning: temporarily prevent an account from operating

66. Creators need a practical way to __________.

Meaning: ask for a moderation judgement to be reviewed

67. Rules should __________ while addressing direct harm.

Meaning: preserve people's right to express lawful ideas

68. Citizens must remain free to __________ that others dislike.

Meaning: state a personal view

69. A respectful question can __________ without attacking the speaker.

Meaning: question a statement and request evidence

70. Participants should __________ during a public debate.

Meaning: support an argument with trustworthy information

71. One misleading video can __________ at minimal cost.

Meaning: be seen or heard by many people

72. Influencers can __________ without formal political roles.

Meaning: influence what a population thinks

73. Outrage-based content can __________.

Meaning: divide discussion into hostile opposing camps

74. Recommendation systems may __________ because it retains attention.

Meaning: increase the visibility and reach of extreme material

75. Independent audits can help __________.

Meaning: require platforms to explain and answer for their effects

76. Researchers must explain the __________ linking ranking and belief.

Meaning: the process through which one factor produces an effect

77. Regulation should respond to __________ rather than panic.

Meaning: evidence obtained through observation or measurement

78. The __________ rests with the person making an extraordinary allegation.

Meaning: responsibility for supporting a claim with evidence

79. A warning may be a more __________ than permanent removal.

Meaning: an action matched to the seriousness of a risk or violation

80. Investigative reporting may serve a __________.

Meaning: a genuine societal reason for publishing information

81. Rules should define the __________ they are intended to reduce.

Meaning: damage that can be identified and assessed

82. Private moderation decisions can have consequences for __________.

Meaning: publicly justified authority within a democratic system

83. __________ protects unpopular as well as popular opinions.

Meaning: the right to communicate ideas without unjustified interference

84. A healthy forum should support __________ without rewarding abuse.

Meaning: meaningful exposure to different perspectives

85. __________ allows reporters to correct powerful actors.

Meaning: freedom of journalists from improper outside control

86. Repeated deception can weaken __________.

Meaning: confidence in organisations and public systems

87. __________ should examine systems rather than individual posts alone.

Meaning: external supervision of compliance with rules

88. Moderation should rely on __________.

Meaning: clear standards that can be publicly understood

89. An accessible appeal process supports __________.

Meaning: fairness in the process used to reach a decision

90. __________ may be necessary during a coordinated attack.

Meaning: cooperation between different online services

91. Media literacy can strengthen __________.

Meaning: a society's capacity to withstand and recover from disruption

92. __________ makes it difficult for users to judge ranking systems.

Meaning: a situation in which one side possesses substantially more information

93. A __________ distinguishes satire from dangerous impersonation.

Meaning: a policy that directs stronger action toward greater risks

94. Overbroad rules can create a __________ on legitimate criticism.

Meaning: discouragement of lawful activity through fear of punishment

95. __________ provides verified information during crises.

Meaning: reporting intended to inform society about important matters

96. People often __________ content too quickly to inspect its origin.

Meaning: move through digital content on a screen

97. A user may __________ a convincing fabricated video.

Meaning: encounter something unexpectedly

98. An emotional headline encourages readers to __________ the story.

Meaning: select a digital link or item

99. Pause before you __________ a dramatic but unsupported story.

Meaning: share information with another person

100. Platforms may __________ material that clearly violates the law.

Meaning: remove online content

101. A reviewer should __________ missing context.

Meaning: draw attention to a possible problem

102. Journalists may __________ a fabricated quotation.

Meaning: publicly criticise false or harmful behaviour

103. Independent institutions must __________ repeated falsehoods with evidence.

Meaning: resist an idea, practice or pressure

104. People may __________ a narrative that confirms their identity.

Meaning: accept an idea or story as true

105. Anyone can __________ media designed to exploit urgency and trust.

Meaning: be deceived by something

106. __________ the original report before sharing a screenshot.

Meaning: investigate or examine something

107. Reporters tried to __________ the earliest version of the clip.

Meaning: find something after deliberate searching

108. Automated systems attempt to __________ spam at enormous scale.

Meaning: remove unwanted material from a stream

109. Ranking choices __________ which opinions appear normal or marginal.

Meaning: contribute to a wider process or result

110. Regulators may __________ when voluntary safeguards repeatedly fail.

Meaning: intervene in a situation

Argument-building reading

4. Original reading: Punishment ends; consequences continue

Read for distinctions: retribution versus prevention, custody versus community sanctions, programmes versus implementation, and release versus reintegration.

1. A feed is a selection system, not a neutral window

Opening a social media platform feels like looking directly at the world, yet a feed is a constructed sequence. Through algorithmic curation, a ranking system predicts which post is most likely to hold attention, and a recommendation system continually updates that prediction from viewing, pausing, sharing and searching. The result is a personalised feed that may be useful and entertaining, but it is not a representative sample of public opinion.

This distinction matters because visibility can be mistaken for importance. In the attention economy, material that produces anger, fear or surprise may outperform a careful qualification. Engagement-driven design does not require a platform to prefer falsehood explicitly; it can reward any content that keeps people watching. Repetition then creates social proof. If users repeatedly come across the same position, they may infer that it is common, credible or urgent.

Descriptions such as echo chamber and filter bubble capture part of the problem but can be oversimplified. People actively choose whom to follow, and families, workplaces and traditional media also influence beliefs. Algorithms are neither the only cause nor a magical force that removes human agency. The stronger claim is that platform architecture changes the probability of exposure. Only when researchers can examine ranking objectives and outcomes can they identify the relevant causal mechanism. That is why algorithmic transparency should focus on evidence about systems rather than demands to publish every line of commercial code.

2. False information spreads through identity, emotion and repetition

It is useful to distinguish misinformation from disinformation. The first may be passed on by someone who sincerely believes it; the second involves deliberate deception. In practice, the categories interact. A coordinated influence campaign may invent a false narrative, after which ordinary users repeat it in good faith. An anonymous account can make the initial claim appear independent, while influencers translate it into language suited to their audiences.

False content succeeds for social reasons as well as technical ones. Confirmation bias makes compatible evidence feel easier to accept, while motivated reasoning protects conclusions connected to identity or group loyalty. Emotional manipulation adds urgency: a user who feels frightened or morally outraged is more likely to share a post before pausing to check the source. A correction arrives later, usually without the original emotional force.

This does not mean citizens are irrational or incapable of learning. It means verification competes with speed, social belonging and limited attention. A useful intervention changes the environment in which a decision occurs. A prompt to read an article before sharing, visible context from a fact-checking organisation, or a small reduction in forwarding speed can create time for reflection. However, no single nudge is a one-size-fits-all solution. People also need accessible public-interest journalism, trusted local information and media literacy that teaches them to read beyond the headline, seek corroborating evidence and recognise when a confident presentation is substituting for source credibility.

3. Synthetic media creates deception and a second danger: universal doubt

Manipulated media is not new, but synthetic media lowers the cost of producing persuasive fabrications. A deepfake video can imitate facial movement, while a cloned voice can make a brief call appear authentic. When this AI-generated content is attached to a fast-moving event, journalists may not complete independent verification before the material begins to go viral. The risk is especially serious when a fabrication changes voting information, impersonates an official or appears to document violence.

Yet the danger is not limited to people believing false material. As fabricated audio and video become familiar, a wrongdoer can dismiss authentic evidence as artificial. This is sometimes called the liar's dividend: widespread awareness of deepfakes creates a ready excuse for genuine recordings. The information ecosystem is therefore damaged both by false certainty and by indiscriminate doubt.

Technical tools can help. Content provenance records where a file originated and how it was edited, while a digital watermark may indicate generation. These systems are not perfect; markers can be removed, screenshots can break metadata, and many older devices lack compatible tools. Labels also need careful wording because “AI-assisted” does not mean false. A risk-based approach should focus on deceptive impersonation and high-stakes claims rather than treating every creative use as harmful. Had platforms established interoperable provenance standards earlier, verification would now be easier, though not automatic. Technology can supply evidence about a file, but human judgement must still interpret purpose, context and consequence.

4. Moderation is a governance problem, not simply a deletion problem

Calls to take down misinformation appear straightforward until a rule must be applied at scale. A platform receives satire, breaking news, political argument, edited quotations, health advice and direct incitement in many languages. Automated moderation can filter out obvious spam and detect repeated files, but it may miss irony, local context or coded harassment. A human moderator brings contextual judgement, although human decisions are slower, inconsistent and psychologically demanding.

The relevant question is not whether platforms should moderate; every ranking and recommendation already shapes visibility. The question is what form of platform governance is legitimate. Community standards need transparent criteria, and users should receive notice when rules are applied. A creator must be able to appeal a decision, particularly when income, political participation or access to an audience is affected. These protections support procedural fairness and reduce the risk that enforcement reflects hidden bias.

At the same time, freedom of expression is not a demand that every service amplify every lawful statement. A platform may reduce recommendations for demonstrably false medical advice without criminalising the speaker. Labels, reduced distribution and added context can be a proportional response between doing nothing and removal. However, vague definitions of harmful opinion can create a chilling effect, especially for minorities and dissidents. Strong legal safeguards, external research access and regulatory oversight are therefore necessary. Difficult though moderation is, abandoning it would merely allow opaque engagement incentives to govern by default.

5. Better public debate requires responsibility at several levels

Individual habits matter. Before users pass on a dramatic claim, they can identify the original speaker, examine the date, verify a claim with several reliable sources and distinguish fact from opinion. During disagreement, they can challenge a claim rather than attack a person's identity. These practices improve public discourse, but responsibility cannot be transferred entirely to individuals who lack access to platform data.

Companies should be required to assess systemic risks, publish meaningful findings and permit independent study of their data flow and recommendation outcomes. Regulators can hold platforms accountable for processes without appointing governments as universal arbiters of truth. A credible framework sets stronger duties where there is clear measurable harm, while protecting viewpoint diversity and editorial independence. During coordinated crises, cross-platform coordination may help services identify recycled deceptive material, although shared action must remain reviewable.

Schools and universities contribute by treating media literacy as a practical civic skill. Students should compare sources, reconstruct how a headline frames evidence and practise correcting a mistaken claim without humiliation. News organisations must also publish corrections openly and separate reporting from commentary. Together these measures build societal resilience: not a population that believes nothing, but one that assigns confidence in proportion to evidence. The goal is not to eliminate disagreement. A democratic society needs argument, criticism and experimentation. It needs an information environment in which people can disagree about values while sharing reasonable methods for establishing what happened.

Continue to model essays

Idea-building model

5. Advanced C2 essay

Question: Some people believe social media companies should be held legally responsible for misinformation spread through their platforms. Others argue that this would threaten freedom of expression. Discuss both views and give your own opinion.
Extended model · 1484 words · designed to build arguments, not imitate exam length

Social media has become part of the infrastructure of public life. Citizens encounter news, political argument, health advice and eyewitness material through services whose ranking system is designed by private companies. When a misleading claim reaches millions, it is tempting to demand that the platform carrying it should bear full legal responsibility. That response recognises genuine power, but it risks treating a complex information ecosystem as though one company authored every statement. A defensible policy should impose responsibility for platform systems and negligent responses to foreseeable harm, while preserving a high threshold for liability over individual lawful posts.

The case for stronger responsibility begins with design. A social media platform is not a passive noticeboard. Through algorithmic curation, it selects, orders and recommends material, often optimising for predicted engagement. Engagement-driven design can make outrage commercially valuable because emotionally intense posts retain attention and generate reactions. Even if a company did not create the content, its recommendation system may actively amplify extreme content. The relevant causal mechanism is therefore not mere hosting but organised distribution.

Scale further strengthens this argument. Traditional publishers make editorial choices about a limited amount of material and can be challenged when they repeat an unsupported allegation. Platforms distribute billions of posts while possessing far more information than users or regulators about how those posts travel. This information asymmetry prevents outsiders from assessing whether a claim spread organically, through advertising or as part of a coordinated influence campaign. What regulation should require first is not universal truth-policing but meaningful access to evidence about reach, targeting and recommendation.

Legal duties may also improve incentives. Without external pressure, safety measures compete with growth, viewing time and advertising revenue. A requirement to assess risk, preserve content provenance, respond rapidly to verified impersonation and publish independent audits would make foreseeable harm part of ordinary business planning. Where a platform repeatedly ignores a known network using deepfake video or a cloned voice to direct citizens to false voting information, financial liability may be justified. The company has not merely failed to settle a disputed opinion; it has neglected a specific operational risk.

The commercial structure of online attention should therefore form part of the analysis. Platforms capture the financial benefit when viral content keeps users active, but many of the social costs fall on citizens, journalists and public institutions. Election officials must correct fabricated voting instructions, doctors respond to false medical advice, and families absorb harassment triggered by a false narrative. These costs are rarely visible in a company's engagement statistics. Requiring a serious account of external harm would not prove that every popular post is dangerous; it would prevent firms from measuring success through private revenue while treating predictable public damage as somebody else's problem. A credible risk-based approach should compare the benefit of a recommendation feature with evidence about how it is misused.

Nevertheless, holding platforms responsible for every item of misinformation would be both impractical and dangerous. Misinformation includes sincere mistakes, outdated claims and statements whose accuracy depends on emerging evidence. During a crisis, an initially uncertain report may later prove correct. If heavy penalties apply whenever a moderator makes the wrong prediction, companies will rationally remove borderline speech. This could produce a substantial chilling effect on journalism, satire, minority viewpoints and ordinary political discussion.

The problem becomes sharper when governments define truth. Political authorities have their own interests and may label legitimate criticism as disinformation. A law that allows ministers to order removal of “false narratives” without independent review would weaken democratic legitimacy. Freedom of expression protects the ability to challenge official accounts, including through arguments that appear mistaken or offensive. Were the burden of proof reversed, speakers might have to establish official approval before participating in public debate. Such a system would address deception by creating a mechanism for censorship.

Accuracy is also difficult to judge automatically. Automated moderation can compare files, identify spam and detect certain patterns, yet context changes meaning. An altered image may be parody, artistic criticism or fraudulent evidence. A human moderator may understand the difference, but decisions across languages and cultures remain inconsistent. Permanent removal is therefore not always a proportional response. Labels, reduced recommendation, age limits, contextual links and temporary friction may reduce harm while leaving material available for scrutiny.

Different correction models also solve different problems. Professional fact-checkers can examine documents and interview specialists, but they cannot review every local claim before it spreads. Community annotations can add context more quickly and may earn acceptance when contributors with different viewpoints agree. Yet popularity is not the same as accuracy, and organised groups can attempt to game any voting system. Platforms should evaluate whether notes actually reach the audience exposed to the original post and whether corrections arrive before, rather than after, peak distribution. Empirical evidence about timing, reach and subsequent sharing is more informative than the number of labels applied. A fact-checking organisation and a crowd-sourced system can complement one another, provided that both expose their evidence and limitations.

For these reasons, law should distinguish between content liability and systems accountability. Content liability asks whether a platform should be treated as the publisher of every user statement. Systems accountability asks whether it has evaluated foreseeable risks, applied its community standards consistently, preserved evidence, supported appeals and permitted research. The second model is more realistic. It directs regulation toward organisational conduct that can be documented instead of asking courts to resolve every contested claim.

A risk-based approach can then apply stronger duties to clearly defined high-stakes situations. False voting instructions, fraudulent medical impersonation, non-consensual synthetic images and direct incitement create identifiable measurable harm. Platforms should maintain rapid channels for independent verification, explain how trusted notices affect distribution and cooperate across services when the same deceptive file is circulating. Yet even urgent measures need transparent criteria, time limits and review. Exceptional procedures should not quietly become permanent controls over ordinary disagreement.

Appeal is central to this framework. A creator whose post is removed should receive the rule, the relevant evidence and a practical opportunity to appeal a decision. Review should be independent of the original automated judgement where consequences are serious. Aggregated error rates should be published across languages and regions, because average accuracy can conceal unequal enforcement. These requirements support procedural fairness and give regulators evidence about whether a system actually works.

Regional and linguistic inequality deserves particular attention. A company may report high overall moderation accuracy while providing weak coverage in smaller languages, where local context and specialist staff are limited. In those settings, legitimate reporting can be removed while coordinated abuse remains visible. This is not merely a technical inconvenience; it can reproduce structural injustice by giving some communities less effective protection and fewer routes of appeal. Risk reports should therefore separate results by language, region and type of harm. Investment in human capital, including trained local reviewers and partnerships with independent researchers, may produce greater long-term public value than another universal classifier developed mainly from the largest markets.

Responsibility must also extend beyond platforms. Political actors and influencers who knowingly create deceptive media should face consequences connected to fraud, defamation, election law or harassment. Advertisers should not fund repeat disinformation networks. News organisations need editorial independence and visible correction policies. Schools should build media literacy by teaching students to check the source, seek corroborating evidence and recognise emotional manipulation. Citizens remain responsible for whether they pass on material, although their choices occur inside environments deliberately designed to influence attention.

Critics might argue that shared responsibility allows powerful companies to avoid accountability. It need not. Platforms should carry duties proportionate to their resources, reach and control over distribution. Independent researchers must be able to examine recommendation outcomes, while regulators need technical capacity and secure access to data. Substantial fines may be appropriate when companies conceal evidence, ignore repeated warnings or misrepresent their own systems. By contrast, an isolated moderation error followed by transparent correction should not attract the same response. Regulation gains credibility when sanctions track conduct rather than public anger.

There is no regulation that will remove falsehood from democratic life. Political debate has always contained exaggeration, selective framing and rumours. The objective is instead to make industrial-scale manipulation harder, verification faster and governance more visible. Algorithmic transparency, content provenance, independent auditing and accessible appeal each address a different part of the problem. Not only must harmful systems become more accountable, but lawful disagreement must remain possible within them.

In conclusion, social media companies should not be legally responsible for the truth of every user post. They should, however, be responsible for the systems they design, the risks they can reasonably foresee and the consistency with which they enforce published rules. A carefully defined framework can hold platforms accountable without turning either corporations or governments into universal ministries of truth. The aim is a more trustworthy information ecosystem in which responsibility follows power, evidence guides intervention and public discourse remains genuinely open.

Exam-length model

6. Realistic IELTS essay · approximately 340 words

Question: Some people believe social media companies should be held legally responsible for misinformation spread through their platforms. Others argue that this would threaten freedom of expression. Discuss both views and give your own opinion.
Model answer · 315 words

Some people argue that social media companies should be legally responsible whenever false information appears on their services. Although platforms must be accountable for the systems that amplify harmful material, I believe making them liable for every inaccurate post would threaten legitimate discussion and encourage excessive removal.

There is a strong case for imposing clear duties on technology companies. A social media platform does not simply store content; its recommendation system selects which posts reach a wide audience. If engagement-driven design repeatedly promotes sensational material, the company contributes to the spread of misinformation. Platforms should therefore assess systemic risks, provide algorithmic transparency and respond quickly to verified fraud, dangerous impersonation and false voting instructions. Financial penalties may be justified when a company ignores known abuse or conceals evidence from regulators.

However, complete legal responsibility would be unworkable. Many claims are uncertain, partly true or dependent on context, especially during breaking news. Fear of punishment would encourage companies to take down controversial material before its accuracy could be assessed. This could create a chilling effect on journalism, satire and minority viewpoints. Governments might also describe criticism as disinformation, so independent review and strong legal safeguards are essential.

A better approach is to regulate processes rather than demand perfect truth. Platforms should publish transparent criteria, explain moderation decisions and allow users to appeal a decision. Stronger action should target clear measurable harm, while labels or reduced distribution may be a more proportional response to disputed claims. Schools and news organisations should also strengthen media literacy so citizens learn to verify a claim before they share a post.

In conclusion, social media companies should be legally accountable for negligent systems and failures to address clearly defined risks, but not for every mistaken statement made by users. Combining regulatory oversight, procedural fairness and public education offers a more balanced way to protect both reliable information and freedom of expression.

Why the exam-length essay is strong

Qualified position

The introduction supports systems accountability while rejecting unlimited liability for every user statement.

Developed paragraphs

Each body paragraph moves from a claim to its mechanism, limitation and practical consequence.

Real balance

Corporate power and free-expression risks are both examined before a workable regulatory distinction is proposed.

Precise cohesion

References such as “these duties” and “a better approach” connect ideas without mechanical sequencing.

Recycled language

Topic vocabulary and earlier expressions are integrated into reasoning rather than placed decoratively.

Controlled complexity

Advanced structures remain readable and support the central argument under realistic exam conditions.

7. Advanced grammar transformations

1. If platforms disclosed more data, independent evaluation would improve.

2. Hidden ranking objectives make meaningful oversight difficult.

3. Companies have shaped public attention for many years.

4. The system promoted outrage and reduced viewpoint diversity.

5. Because users encounter repeated claims, they may overestimate their credibility.

6. The false story spread because moderators had not acted quickly.

7. Moderation is difficult, but transparent criteria remain necessary.

8. Regulators should restrict speech only when the legal threshold is met.

9. A label may be imperfect, but it can preserve access to disputed material.

10. Users who share without checking can unintentionally spread falsehoods.

11. The researchers produced findings that could be measured.

12. If governments became arbiters of every claim, legitimate criticism could suffer.

13. The platform introduced appeals. It also published regional error rates.

14. This is not only a technical problem. It is also a democratic problem.

15. The company ignored warnings before the deceptive video went viral.

16. The main weakness is the absence of independent oversight.

17. Citizens need reliable sources. They also need practical verification habits.

18. The policy initially appeared balanced, but later enforcement was inconsistent.

8. Native Academic Toolbox

1. Upgrade: Social media shows us the world.

2. Upgrade: Fake news spreads fast.

3. Upgrade: Algorithms are bad.

4. Upgrade: People believe what they want.

5. Upgrade: Platforms should delete lies.

6. Upgrade: The government should control social media.

7. Upgrade: Schools should teach fact-checking.

8. Upgrade: Deepfakes are dangerous.

9. Upgrade: Anonymous accounts are suspicious.

10. Upgrade: Fact-checkers solve misinformation.

11. Upgrade: Companies need to be transparent.

12. Upgrade: We need balanced debate.

9. IELTS Speaking

Part 1 · 15 questions

PART 1 · 1

How often do you use social media?

Suggested phrasal verbs
scroll throughcheck out
PART 1 · 2

Which kind of social-media content do you enjoy most?

Suggested phrasal verbs
come acrossclick on
PART 1 · 3

Do you often share posts with other people?

Suggested phrasal verbs
pass onflag up
PART 1 · 4

Do you get news from social media?

Suggested phrasal verbs
scroll throughtrack down
PART 1 · 5

Do you usually check whether online information is true?

Suggested phrasal verbs
check outfall for
PART 1 · 6

Have you ever seen information online that was clearly false?

Suggested phrasal verbs
call outbuy into
PART 1 · 7

Do you discuss political issues online?

Suggested phrasal verbs
push back againststep in
PART 1 · 8

Do you read comments under posts or videos?

Suggested phrasal verbs
scroll throughcome across
PART 1 · 9

Do notifications distract you?

Suggested phrasal verbs
filter outstep in
PART 1 · 10

Do you prefer short videos or written posts?

Suggested phrasal verbs
click oncheck out
PART 1 · 11

Is your main account public or private?

Suggested phrasal verbs
share withflag up
PART 1 · 12

Do you ever take a break from social media?

Suggested phrasal verbs
step away fromscroll through
PART 1 · 13

Are influencers popular among people you know?

Suggested phrasal verbs
buy intofollow up on
PART 1 · 14

Have you ever posted your opinion about a controversial issue?

Suggested phrasal verbs
speak outpush back against
PART 1 · 15

What useful thing have you learned through social media?

Suggested phrasal verbs
come acrossbuild on

Part 3 · 15 questions

PART 3 · 1

Why does misinformation spread so quickly online?

Suggested phrasal verbs
go viralfeed into
PART 3 · 2

Who should be more responsible for misinformation: users or platforms?

Suggested phrasal verbs
pass onhold accountable
PART 3 · 3

How can algorithms shape public opinion?

Suggested phrasal verbs
feed intofilter out
PART 3 · 4

Should people trust professional fact-checkers?

Suggested phrasal verbs
check outcall out
PART 3 · 5

How should schools teach media literacy?

Suggested phrasal verbs
check the sourcefollow up on
PART 3 · 6

Are anonymous accounts more harmful than useful?

Suggested phrasal verbs
speak outtrack down
PART 3 · 7

How far should governments regulate social media?

Suggested phrasal verbs
step inpush back against
PART 3 · 8

Why are deepfakes a particular threat to public debate?

Suggested phrasal verbs
fall forwrite off
PART 3 · 9

Is labelling AI-generated content enough?

Suggested phrasal verbs
flag uptake down
PART 3 · 10

When does removing online content become censorship?

Suggested phrasal verbs
take downpush back against
PART 3 · 11

Can people escape echo chambers?

Suggested phrasal verbs
seek outstep away from
PART 3 · 12

What role should traditional news organisations play?

Suggested phrasal verbs
follow up oncall out
PART 3 · 13

Why does online debate often become polarised?

Suggested phrasal verbs
pile onfeed into
PART 3 · 14

What kind of transparency should platforms provide?

Suggested phrasal verbs
open uphold accountable
PART 3 · 15

What would a healthy information ecosystem look like?

Suggested phrasal verbs
push back againstbuild on

10. Five IELTS Writing Task 2 topics

Before writing: check that each body paragraph has a clear topic sentence, explanation, development and a relevant consequence or example. Your position must remain consistent from the introduction to the conclusion.
TASK 2 · 1

Social media companies should be legally responsible for misinformation published on their platforms. To what extent do you agree or disagree?

Optional collocation bank
algorithmic curationcontent moderationmeasurable harmfreedom of expressionregulatory oversighttransparent criterialegal safeguardshold platforms accountableproportional response
TASK 2 · 2

Schools should make media literacy a compulsory subject for all students. Do the advantages outweigh the disadvantages?

Optional collocation bank
media literacysource credibilitycorroborating evidencehuman capitalconfirmation biaspublic discoursetargeted supporta one-size-fits-all solutionsocietal resilience
TASK 2 · 3

Political advertising should be banned from social media. Discuss both views and give your own opinion.

Optional collocation bank
political advertisingshape public opiniondata flowalgorithmic transparencylegitimate public interestfreedom of expressiontransparent criteriacoordinated influence campaignpublic confidence
TASK 2 · 4

People should be required to use their real names on social media in order to reduce abuse and misinformation. Discuss both views and give your opinion.

Optional collocation bank
anonymous accountstructural barriersfreedom of expressioncoordinated influence campaignlegal safeguardsindividual circumstancespublic discourseplatform governanceproportional response
TASK 2 · 5

Governments should require social media companies to reveal how their recommendation algorithms work. What are the advantages and disadvantages?

Optional collocation bank
algorithmic transparencyrecommendation systemranking systeminformation asymmetryregulatory oversightdata flowsource credibilityunintended consequenceslong-term public value
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