Makale detayı · 2024
Toward a Programmable Humanizing Artificial Intelligence Through Scalable Stance-Directed Architecture
- Yıl
- 2024
- ISSN
1089-7801- Tür
- article
Veri kaynağı ayrımı
- YÖKSİS YÖKSİS makale kaydı
- OpenAlex OpenAlex zenginleştirmesi (özet, atıf, konular)
Özet
İngilizce (OpenAlex)
The rise of harmful online content underscores the urgent need for artificial intelligence (AI) systems to effectively detect, filter, and foster safer and healthier communication. This article introduces a novel approach to mitigating toxic content generation propensities of large language models (LLMs) by fine-tuning them with a programmable stance-directed focus on core human values and the common good. We propose a streamlined keyword coding and processing pipeline that generates weakly labeled data to train AI models to avoid toxicity and champion civil discourse. We also developed a toxicity classifier and an aspect-based sentiment analysis model to assess and control the effectiveness of a humanizing AI model. We evaluate the proposed pipeline using a contentious real-world X (formerly Twitter) dataset on U.S. race relations. Our approach successfully curbs the toxic content generation propensity of an unrestricted LLM by a significant 85%.
Konular
- Modular Robots and Swarm Intelligence
Birincil konu Modular Robots and Swarm Intelligence