The four sentences (labelled 1, 2, 3, and 4) given below, when properly sequenced, would yield a coherent paragraph. Decide on the proper sequencing of the order of the sentences and key in the sequence of the four numbers as your answer.

Sentences:

1 - Algorithms hosted on the internet are accessed by many, so biases in AI models have resulted in much larger impact, adversely affecting far larger groups of people.

2 - Though "algorithmic bias" is the popular term, the foundation of such bias is not in algorithms, but in the data; algorithms are not biased, data is, as algorithms merely reflect persistent patterns that are present in the training data.

3 - Despite their widespread impact, it is relatively easier to fix AI biases than human-generated biases, as it is simpler to identify the former than to try to make people unlearn behaviors learnt over generations.

4 - The impact of biased decisions made by humans is localised and geographically confined, but with the advent of AI, the impact of such decisions is spread over a much wider scale.

Question

The four sentences (labelled 1, 2, 3, and 4) given below, when properly sequenced, would yield a coherent paragraph. Decide on the proper sequencing of the order of the sentences and key in the sequence of the four numbers as your answer.

Sentences:

1 - Algorithms hosted on the internet are accessed by many, so biases in AI models have resulted in much larger impact, adversely affecting far larger groups of people.

2 - Though "algorithmic bias" is the popular term, the foundation of such bias is not in algorithms, but in the data; algorithms are not biased, data is, as algorithms merely reflect persistent patterns that are present in the training data.

3 - Despite their widespread impact, it is relatively easier to fix AI biases than human-generated biases, as it is simpler to identify the former than to try to make people unlearn behaviors learnt over generations.

4 - The impact of biased decisions made by humans is localised and geographically confined, but with the advent of AI, the impact of such decisions is spread over a much wider scale.

Accepted Answer

The proper sequence of the sentences is 4123, as explained below:

Sentence 4 introduces the topic by discussing the advent of AI and its widespread impact compared to human biases. It sets the general context for the paragraph.

Sentence 1 elaborates on how biases in AI models affect larger groups due to their accessibility on the internet. It logically follows Sentence 4 by explaining why AI biases have a broader impact.

Sentence 2 explains the foundation of algorithmic bias, emphasizing that biases stem from data rather than algorithms themselves. This provides a deeper understanding of the issue raised in Sentence 1.

Sentence 3 concludes by comparing AI biases to human-generated biases and highlighting their relative ease of correction, tying together the discussion effectively.

Thus, the sequence 4123 forms a coherent and logically structured paragraph.