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#Counterspeech

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Posts tagged #Counterspeech

Original post on hachyderm.io

"The idea that #disinformation and #hate can only be combated through direct #counterspeech on these platforms assumes that genuine, fair discourse takes place there. But that is precisely not the case. The #algorithms of these platforms are optimized to maximize #engagement/attention - and this [โ€ฆ]

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Summoning:
#FreeSpeech & #CounterSpeech vs #Censorship debate.

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Example of the functioning of our Speech Concept Bottleneck Models #SCBM

๐Ÿ“„https://doi.org/10.1016/j.ipm.2025.104309

#XAI #explainability #interpretability #ML #AI #hatespeech #hate #counterspeech #toxic

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โœจ Whatโ€™s inside?
๐Ÿ”น Distilling knowledge from #LLMs into transparent #SCBM
๐Ÿ”น Using domain-specific human-understandable adjectives as concepts
๐Ÿ”น A novel class-discriminative loss for #interpretability
๐Ÿ”น Applied to #hate & #counterspeech recognition

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In our new paper "Distilling knowledge from large language models: A #concept #bottleneck #model for #hate and #counterspeech recognition" we introduce Speech Concept Bottleneck Models #SCBM - a step toward #interpretable #LLM.
๐Ÿ“„https://doi.org/10.1016/j.ipm.2025.104309

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Taxonomy of Strategies to Counter Toxic Online Content

Taxonomy of Strategies to Counter Toxic Online Content

New research groups 25 response tactics for toxic online content into five evidenceโ€‘based categories, offering a clear framework for moderators and AI developers. Read more: getnews.me/taxonomy-of-strategies-t... #counterspeech #onlinediscourse #toxiconline

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A researcher in our project on counterspeech wrote this great critique of the concept from an intersectional feminist perspective.

https://doi.org/10.1080/14680777.2025.2528068

#counterspeech #moderation #meta #hatespeech

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Tutorials ACL 2025 Conference Overview.

๐Ÿ—ฃ๏ธ Discover "NLP for Counterspeech against Hate and Misinformation" at #ACL2025NLP! This tutorial bridges CS, social sciences & policy, exploring among others the role of LLMs.
#Counterspeech #HateSpeech #Misinformation #NLProc #NLG #ResponsibleAI
2025.aclweb.org/program/tuto...

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Counterspeech encouraging users to adopt the perspective of minority groups reduces hate speech and its amplification on social media - Scientific Reports Scientific Reports - Counterspeech encouraging users to adopt the perspective of minority groups reduces hate speech and its amplification on social media

๐Ÿ“ข In a new online field experiment, we find that #counterspeech with perspective-based messages can reduce online hate speech, and its ๐ŸŒŸamplification๐ŸŒŸ

with a large research team across #ETHZurich @ipz.bsky.social @uclspp.bsky.social and beyond

www.nature.com/articles/s41...

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Counterspeech reloaded - Trolle, Tweets & Tabubrรผche Hass im Netz bleibt trotz Gesetzen und Moderation schwer zu kontrollieren. Anonymitรคt und Aggression fรผhren zu ungestraften Attacken. Wissenschaft, Recht und digitale Ethik zeigen: Social Media brauch...

Die Schattenseiten der Anonymitรคt in sozialen Medien - Counterspeech reloaded - Trolle, Tweets & Tabubrรผche wix.to/o3THpXA #Counterspeech #HassImNetz

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Counterspeech Impact: Lessons Learned and the Path to Scalable Interventions

Counterspeech's impact varies; real-world, scalable tests are needed. Interdisciplinary collaboration is key to automate effective hate mitigation. #counterspeech

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The Roots of Counterspeech: A Review of Social and Technical Perspectives :::info Authors: (1) Yi-Ling Chung, The Alan Turing Institute (ychung@turing.ac.uk); (2) Gavin Abercrombie, The Interaction Lab, Heriot-Watt University (g.abercrombie@hw.ac.uk); (3) Florence Enock, The...

The Roots of Counterspeech: A Review of Social and Technical Perspectives #Technology #SocialandEthicalImplications #Counterspeech #SocialMedia #TechEthics

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From Theory to Tech: How Counterspeech Research Tackles Digital Abuse

Counterspeech counters online hate via supportive rebuttals. This review bridges social and computer science to enhance automated generation. #counterspeech

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๐Ÿ“„ Based on:
ELF22: A Context-based Counter Trolling Dataset to Combat Internet Trolls
Lee et al., 2022
๐Ÿ”— arxiv.org/pdf/2208.0...

#TrollTactics5 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 5 โ€“ Final Recap: How to Fight Trolls with Data, Strategy, and AI
#TrollTactics5 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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We wonโ€™t moderate our way out of trolling.
But we can design systems that fight back intelligently.

AI trained on tacticsโ€”not outrageโ€”might be the first step.

#TrollTactics4 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 4 โ€“ How AI Learns to Clap Back
#TrollTactics4 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Know what kind of troll youโ€™re dealing withโ€”then choose the right counter.

Trolling isnโ€™t just about tone.
Itโ€™s about control.

#TrollTactics3 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 3 โ€“ Overt vs. Covert Trolls: Why It Matters

#TrollTactics3 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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The goal isnโ€™t to destroy the troll.
Itโ€™s to protect the space.

These 7 tactics give you optionsโ€”so you can respond, or not, on your terms.

#TrollTactics2 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 2 โ€“ The 7 Ways to Shut a Troll Down

#TrollTactics2 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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โ€œDonโ€™t feed the trollsโ€ is a useful default.

But itโ€™s not a strategy.

Knowing how to respond โ€”and when not toโ€”is how communities stay resilient.

#TrollTactics1 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 1 โ€“ Why โ€œDonโ€™t Feed the Trollsโ€ Doesnโ€™t Cut It

#TrollTactics1 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Based on:
๐Ÿ“„ ELF22: A Context-based Counter Trolling Dataset to Combat Internet Trolls
by Huije Lee et al. (2022)
๐Ÿ”— arxiv.org/pdf/2208.0...

#TrollTactics0 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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Thread 0 โ€“ Trolls, Tactics, and Counter Speech

Today is Sunday, so I thought, why not keeping it 'light' :)

We'll do trolls and tactics ๐Ÿงต

#TrollTactics0 #OnlineHarassment #CounterSpeech #DigitalResilience #Trolling

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(Deutscher) Journalismus fรผhlt sich grad auch bissi an wie #Counterspeech gegen Selbstermรคchtigung von Leuten, die โ€žvorher nix zu sagenโ€œ hattenโ€ฆ

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Das ist ein guter Ansatzpunkt fรผr Gesprรคche mit noch-nicht-ganz-Verlorenen: nachfragen, was genau sie an ihm gut finden. Wie die Welt aussรคhe, wenn es nur Leute wie Musk gรคbe. Wer davon profitiert und ob man wirklich meint, am Ende zu den Profiteuren zu gehรถren.

#CounterSpeech #Rhetorik

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Auch wenn's schwerfรคllt, wenn man gerade der Debatte im BT folgt:

Bitte NICHT die entgrenzten Provokationen & Falschbehauptungen wiederholen!!

Es setzt sich nรคmlich auch wenn man empรถrt ist, fest. Bitte kontert dagegen OHNE WIEDERHOLUNG mit Fakten - und Menschlichkeit.

#Rhetorik #CounterSpeech

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Guter Artikel, der im Wesentlichen wiedergibt, was ich in meinen Workshops u.a. auch vermittle: Fragen stellen, gemeinsame Ziele statt Positionen, รผber Emotionen gehen usw.

#CounterSpeech #Argumentation #Rhetorik

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Mitigation Strategies for Online Hate Speech โ€“ Stefanie Ullmann at Trinity College, Cambridge Our Research Associate Dr Stefanie Ullmann spoke about counterspeech at the Addressing Hate Speech: Contributions from Sociolinguistics, Media and Artificial Intelligence conference at Trinity College...

New blog ๐ŸŽ‰๐Ÿ–Š๏ธ
Read a wrap-up of the multidisciplinary #HateSpeech workshop that took place on 14Nov
at Trinity College, Cambridge. I delivered a talk on mitigation strategies like quarantining & #Counterspeech. Now up on the
@mctd.bsky.social website:
bit.ly/4f92uFQ
@crasshlive.bsky.social

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