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Summary of Need Of Ai in Modern Education: in the Eyes Of Explainable Ai (xai), by Supriya Manna and Niladri Sett


Need of AI in Modern Education: in the Eyes of Explainable AI (xAI)

by Supriya Manna, Niladri Sett

First submitted to arxiv on: 31 Jul 2024

Categories

  • Main: Artificial Intelligence (cs.AI)
  • Secondary: None

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GrooveSquid.com Paper Summaries

GrooveSquid.com’s goal is to make artificial intelligence research accessible by summarizing AI papers in simpler terms. Each summary below covers the same AI paper, written at different levels of difficulty. The medium difficulty and low difficulty versions are original summaries written by GrooveSquid.com, while the high difficulty version is the paper’s original abstract. Feel free to learn from the version that suits you best!

Summary difficulty Written by Summary
High Paper authors High Difficulty Summary
Read the original abstract here
Medium GrooveSquid.com (original content) Medium Difficulty Summary
In this paper, researchers investigate how complex Artificial Intelligence (AI) models make decisions when explainability is crucial, particularly in education where parental income plays a significant role. The study reveals complexities linked to socioeconomic status and offers explanations for AI’s decision-making processes. However, the findings also uncover biases in AI that hinder transparency and equal access to education, emphasizing the need for more reliable and accountable AI solutions.
Low GrooveSquid.com (original content) Low Difficulty Summary
Artificial Intelligence is changing education, but how it makes decisions can be tricky. This study looks at how complex AI models work when we want to understand why they make certain choices. The researchers found that these models are influenced by a parent’s income and offered some explanations for this. However, they also discovered biases in AI that make it harder for everyone to get an equal education. This means we need to develop better AI solutions that help all families and students.

Keywords

* Artificial intelligence