In the wake of escalating global environmental challenges, sustainable waste management practices have emerged as a major concern. The need for efficient recycling strategies has been evolving. Recycling has become more and more popular and adopted amongst most of people lives. The need to find easier and more attractive way to encourage people to recycle more and more accurately. In this context, recycling practices with state-of-the-art natural language processing technologies presents an opportunity to improve the way we approach waste management. For the past 10 years, the technological advancements in Deep Natural Language Processing (DNLP) have been a huge milestone in the field of artificial intelligence.