Makale detayı · 2026
Beyond the Black Box: Programmable AI and Explainable Text Analysis for Trustworthy Social Intelligence
IEEE Transactions on Computational Social Systems
- Yıl
- 2026
- ISSN
2329-924X- Tür
- article
Veri kaynağı ayrımı
- YÖKSİS YÖKSİS makale kaydı
- OpenAlex OpenAlex zenginleştirmesi (özet, atıf, konular)
Özet
İngilizce (OpenAlex)
Life demands safe, reliable, and explainable artificial intelligence (AI) grounded in scientific reasoning and guided by human oversight. We present a neuro-symbolic programmable AI algorithm that transforms neural outputs into interpretable logic-patterned narratives via symbolic pattern lifting and lowering. It is designed for social scientists and enables reproducible Human + AI text analysis across sources such as social media, interviews, and news. It is demonstrated on 1.3 million tweets about global energy trends, and the system ensures AI that not only says what it does but does what it says, replacing black-box opacity with transparent, accountable reasoning.
Konular
- Explainable Artificial Intelligence (XAI)
- Topic Modeling
- Sentiment Analysis and Opinion Mining
Birincil konu Explainable Artificial Intelligence (XAI)