Can't wait for #ridingseason with my fellow #modelcitizens #motorcyclejourney #windtherapy #ridingclub
February 16, 2025 at 4:13 AM
Can't wait for #ridingseason with my fellow #modelcitizens #motorcyclejourney #windtherapy #ridingclub
The call for participation for the 40th Chaos Communication Congress with the motto „Model Citizen“ has opened.
Find all information here: https://content.events.ccc.de/cfp/40c3/index.en.html
#40c3 #modelcitizen
Find all information here: https://content.events.ccc.de/cfp/40c3/index.en.html
#40c3 #modelcitizen
40C3 Call For Participation
content.events.ccc.de
September 11, 2026 at 6:17 PM
The call for participation for the 40th Chaos Communication Congress with the motto „Model Citizen“ has opened.
Find all information here: https://content.events.ccc.de/cfp/40c3/index.en.html
#40c3 #modelcitizen
Find all information here: https://content.events.ccc.de/cfp/40c3/index.en.html
#40c3 #modelcitizen
Work in progress pic of my Sylvaneth army.
This model is huge, getting close to complete.
Aim to have her ready for Lost Legion GT this coming weekend.
#1st post
#ageofsigmar
#warhammer
#modelcitizens
#tabletopmodels
This model is huge, getting close to complete.
Aim to have her ready for Lost Legion GT this coming weekend.
#1st post
#ageofsigmar
#warhammer
#modelcitizens
#tabletopmodels
November 25, 2024 at 2:01 AM
Work in progress pic of my Sylvaneth army.
This model is huge, getting close to complete.
Aim to have her ready for Lost Legion GT this coming weekend.
#1st post
#ageofsigmar
#warhammer
#modelcitizens
#tabletopmodels
This model is huge, getting close to complete.
Aim to have her ready for Lost Legion GT this coming weekend.
#1st post
#ageofsigmar
#warhammer
#modelcitizens
#tabletopmodels
(1/3) Please check out our new paper with @skgabrie.bsky.social and her amazing students, to appear in #EMNLP2025!
(🚨 Offensive Content Warning)
arxiv.org/abs/2507.05455
(🚨 Offensive Content Warning)
arxiv.org/abs/2507.05455
ModelCitizens: Representing Community Voices in Online Safety
Automatic toxic language detection is critical for creating safe, inclusive online spaces. However, it is a highly subjective task, with perceptions of toxic language shaped by community norms and liv...
arxiv.org
August 26, 2025 at 6:12 PM
(1/3) Please check out our new paper with @skgabrie.bsky.social and her amazing students, to appear in #EMNLP2025!
(🚨 Offensive Content Warning)
arxiv.org/abs/2507.05455
(🚨 Offensive Content Warning)
arxiv.org/abs/2507.05455
🤡 #TrailerTrash comes in ALL #colors, FOLKS⁉️ #Like #SkIN? I'm .5 White too! Dad #GermanScot #Brockway❣️ #AirForce 🚫 #SpaceKaseForce⁉️
🚨🖤🚨
#EpSTAINS⁉️
#Billionaire
#BanDit$⁉️
🚫🧊👸
#GeneralStrike May 1st‼️
#BoycottOligarchsDaily
#DOGEDAMAGE$
#BondiBLUNDER
#SpaceXPayUP
#AnyTown
#USA
🧊📤
#ModelCITIZENS⁉️
🚨🖤🚨
#EpSTAINS⁉️
#Billionaire
#BanDit$⁉️
🚫🧊👸
#GeneralStrike May 1st‼️
#BoycottOligarchsDaily
#DOGEDAMAGE$
#BondiBLUNDER
#SpaceXPayUP
#AnyTown
#USA
🧊📤
#ModelCITIZENS⁉️
April 14, 2026 at 3:35 PM
🤡 #TrailerTrash comes in ALL #colors, FOLKS⁉️ #Like #SkIN? I'm .5 White too! Dad #GermanScot #Brockway❣️ #AirForce 🚫 #SpaceKaseForce⁉️
🚨🖤🚨
#EpSTAINS⁉️
#Billionaire
#BanDit$⁉️
🚫🧊👸
#GeneralStrike May 1st‼️
#BoycottOligarchsDaily
#DOGEDAMAGE$
#BondiBLUNDER
#SpaceXPayUP
#AnyTown
#USA
🧊📤
#ModelCITIZENS⁉️
🚨🖤🚨
#EpSTAINS⁉️
#Billionaire
#BanDit$⁉️
🚫🧊👸
#GeneralStrike May 1st‼️
#BoycottOligarchsDaily
#DOGEDAMAGE$
#BondiBLUNDER
#SpaceXPayUP
#AnyTown
#USA
🧊📤
#ModelCITIZENS⁉️
music.youtube.com/watch?v=mALz...
#MuskVoterFraud 2024⁉️
#MayeMuskVotes⁉️
#DOGEDamage$⁉️
#SouthAfrica
#Immigrants⁉️
#SpaceXWelfair⁉️
#WhiteGenocide⁉️
#MODELCitizens
#USA
#ID
#4B
#IT
🚫👑
#GeneralStrike = May 1
#MAYDAY‼️
#Congress
#SCOTUS
#SfD
🚫⚖️
#BoycottOligarchsDaily
#EpStainTrials⁉️
#AnyTown
#USA
🤪
#MuskVoterFraud 2024⁉️
#MayeMuskVotes⁉️
#DOGEDamage$⁉️
#SouthAfrica
#Immigrants⁉️
#SpaceXWelfair⁉️
#WhiteGenocide⁉️
#MODELCitizens
#USA
#ID
#4B
#IT
🚫👑
#GeneralStrike = May 1
#MAYDAY‼️
#Congress
#SCOTUS
#SfD
🚫⚖️
#BoycottOligarchsDaily
#EpStainTrials⁉️
#AnyTown
#USA
🤪
Trumpty Dumpty Blues
YouTube video by Moomoo
music.youtube.com
April 12, 2026 at 4:05 PM
🚫👑⁉️
#Prince of #Darkness⁉️
⚠️🚸⚠️🚸⚠️🤡⚠️🚸⚠️🚸⚠️
#Alaska
#Congress
#SCOTUS
#Sheeples
#BeBEST⁉️
#HolyWeak⁉️
#HighCrimes⁉️
#ModelCitiZens⁉️
#BigOilLies‼️
#tREASON
#EpSTAINS⁉️
#KeepKidsSafe‼️
#LockThemUp‼️
#uSA
🚫👑💯
At $250 a POP⁉️
#Prince of #Darkness⁉️
⚠️🚸⚠️🚸⚠️🤡⚠️🚸⚠️🚸⚠️
#Alaska
#Congress
#SCOTUS
#Sheeples
#BeBEST⁉️
#HolyWeak⁉️
#HighCrimes⁉️
#ModelCitiZens⁉️
#BigOilLies‼️
#tREASON
#EpSTAINS⁉️
#KeepKidsSafe‼️
#LockThemUp‼️
#uSA
🚫👑💯
At $250 a POP⁉️
February 21, 2026 at 6:42 PM
🚫👑⁉️
#Prince of #Darkness⁉️
⚠️🚸⚠️🚸⚠️🤡⚠️🚸⚠️🚸⚠️
#Alaska
#Congress
#SCOTUS
#Sheeples
#BeBEST⁉️
#HolyWeak⁉️
#HighCrimes⁉️
#ModelCitiZens⁉️
#BigOilLies‼️
#tREASON
#EpSTAINS⁉️
#KeepKidsSafe‼️
#LockThemUp‼️
#uSA
🚫👑💯
At $250 a POP⁉️
#Prince of #Darkness⁉️
⚠️🚸⚠️🚸⚠️🤡⚠️🚸⚠️🚸⚠️
#Alaska
#Congress
#SCOTUS
#Sheeples
#BeBEST⁉️
#HolyWeak⁉️
#HighCrimes⁉️
#ModelCitiZens⁉️
#BigOilLies‼️
#tREASON
#EpSTAINS⁉️
#KeepKidsSafe‼️
#LockThemUp‼️
#uSA
🚫👑💯
At $250 a POP⁉️
(3/3) See full thread on X: x.com/suvarna_ashi...
Ashima Suvarna🌻 on X: "1/ 🧵 New #EMNLP2025 Paper !! Toxicity detection is subjective; shaped by norms, identity, & context. Existing models and dataset overlook this nuance. Enter MODELCITIZENS: a new dataset designed to address this. ✔️ 6.8K posts, 40K annotations across diverse groups ✔️" / X
1/ 🧵 New #EMNLP2025 Paper !! Toxicity detection is subjective; shaped by norms, identity, & context. Existing models and dataset overlook this nuance. Enter MODELCITIZENS: a new dataset designed to address this. ✔️ 6.8K posts, 40K annotations across diverse groups ✔️
x.com
August 26, 2025 at 6:14 PM
(3/3) See full thread on X: x.com/suvarna_ashi...
(2/3) Toxicity detection is shaped by norms, identity, & context, which existing approaches overlook. Enter MODELCITIZENS: a new dataset designed to address this.
✔️ 6.8K posts, 40K annotations across diverse groups
✔️ Context-augmented scenarios
✔️ New fine-tuned models that beat GPT-4o-mini by 5.5%
✔️ 6.8K posts, 40K annotations across diverse groups
✔️ Context-augmented scenarios
✔️ New fine-tuned models that beat GPT-4o-mini by 5.5%
August 26, 2025 at 6:14 PM
(2/3) Toxicity detection is shaped by norms, identity, & context, which existing approaches overlook. Enter MODELCITIZENS: a new dataset designed to address this.
✔️ 6.8K posts, 40K annotations across diverse groups
✔️ Context-augmented scenarios
✔️ New fine-tuned models that beat GPT-4o-mini by 5.5%
✔️ 6.8K posts, 40K annotations across diverse groups
✔️ Context-augmented scenarios
✔️ New fine-tuned models that beat GPT-4o-mini by 5.5%
Models struggle to capture this nuance:
🤖 GPT-o4-mini, OpenAI Moderation, Gemini-2.0-Flash reach ~63% accuracy on ModelCitizens
🚀 Fine-tuned LLAMACITIZEN-8B and GEMMACITIZEN-12B outperform them by +5.5% on in-distribution tests, better aligning with community perspectives. (5/6🧵)
🤖 GPT-o4-mini, OpenAI Moderation, Gemini-2.0-Flash reach ~63% accuracy on ModelCitizens
🚀 Fine-tuned LLAMACITIZEN-8B and GEMMACITIZEN-12B outperform them by +5.5% on in-distribution tests, better aligning with community perspectives. (5/6🧵)
April 22, 2026 at 4:36 PM
Models struggle to capture this nuance:
🤖 GPT-o4-mini, OpenAI Moderation, Gemini-2.0-Flash reach ~63% accuracy on ModelCitizens
🚀 Fine-tuned LLAMACITIZEN-8B and GEMMACITIZEN-12B outperform them by +5.5% on in-distribution tests, better aligning with community perspectives. (5/6🧵)
🤖 GPT-o4-mini, OpenAI Moderation, Gemini-2.0-Flash reach ~63% accuracy on ModelCitizens
🚀 Fine-tuned LLAMACITIZEN-8B and GEMMACITIZEN-12B outperform them by +5.5% on in-distribution tests, better aligning with community perspectives. (5/6🧵)
💡 ModelCitizens introduces a new approach:
📝 6,822 social media posts
📊 40K toxicity annotations
🌍 8 historically targeted identity groups
💬 Context-augmented posts generated with LLMs
It keeps ingroup and outgroup perspectives separate. (3/6🧵)
📝 6,822 social media posts
📊 40K toxicity annotations
🌍 8 historically targeted identity groups
💬 Context-augmented posts generated with LLMs
It keeps ingroup and outgroup perspectives separate. (3/6🧵)
April 22, 2026 at 4:35 PM
💡 ModelCitizens introduces a new approach:
📝 6,822 social media posts
📊 40K toxicity annotations
🌍 8 historically targeted identity groups
💬 Context-augmented posts generated with LLMs
It keeps ingroup and outgroup perspectives separate. (3/6🧵)
📝 6,822 social media posts
📊 40K toxicity annotations
🌍 8 historically targeted identity groups
💬 Context-augmented posts generated with LLMs
It keeps ingroup and outgroup perspectives separate. (3/6🧵)