#LLM #LLMs #LargeLanguageModels #ArtificialIntelligence #AI #ContentModeration #DigitalSafety #TrustAndSafety #AIModeration #NLP #NaturalLanguageProcessing #ModelEvaluation #Benchmarking #AdversarialML #SocialMedia #OnlineHarms #ResponsibleAI
Takeaways (continued):
* Findings highlight the potential for advanced LLMs to improve content moderation systems across platforms.
Takeaways:
* LLM-based approaches show high accuracy and low false positives/negatives in detecting toxic content.
* We test robustness to adversarial attacks (input perturbations, prompt injections) and observe varying resilience across models.
Datasets: X posts, product reviews, and news articles.
We benchmark both existing moderation tools (OpenAI moderation model, Llama-Guard-3) and leading LLMs (GPT, Gemini, Claude, Gemma) under normal and adversarial conditions.
Recently published: "Guardians of digital safety: benchmarking large language models in the fight against online toxicity"
link.springer.com/article/10.1...
Here, we evaluate how well modern LLMs detect harmful online content, from hate speech to violence and adult material, across diverse datasets
@nouar-dah.bsky.social
#Health #HealthEquity #PersonalizedMedicine #PrecisionMedicine #Healthcare #Equity #GlobalHealth #HealthPolicy #DigitalHealth #HealthcareInnovation #HealthInnovation #PublicHealth #GlobalSouth #TranslationalMedicine #UniversalHealth #UniversalHealthcare
Recently published: "Personalized medicine and health equity: overcoming cost barriers and ethical challenges"
link.springer.com/article/10.1...
We explore how precision healthcare can transform patient outcomes, and why cost, technology, and ethics matter for equitable access especially in LMICS.
#Bowel #InflammatoryBowelDisease #ComputationalBiology #QuantitativeBiology #Bioinformatics #BiomedicalInformatics
#SpatialTranscriptomics #SpatialOmics #SpatialBiology #Transcriptomics #SingleCell #IBD #Crohns #UlcerativeColitis #Healthcare #PrecisionMedicine #SystemsBiology #MachineLearning #ArtificialIntelligence #AIinHealthcare #ComputationalPathology #AI
Excited to share our new framework combining #SpatialTranscriptomics + #MachineLearning to classify IBD subtypes! By engineering features from niches, we achieved high accuracy and explainability, opening doors to better diagnostics and new insights into disease mechanisms.
arxiv.org/abs/2509.09923
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