The sentences 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 numbers as your answer.
- Algorithms hosted on the internet are accessed by many, so biases in Al models have resulted in much larger impact, adversely affecting far larger groups of people.
- 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.
- Despite their widespread impact, it is relatively easier to fix Al biases than human- generated biases, as it is simpler to identify the former than to try to make people unlearn behaviors learnt over generations.
- The impact of biased decisions made by humans is localised and geographically confined, but with the advent of Al, the impact of such decisions is spread over a much wider scale.
The sentences 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 numbers as your answer.
- Algorithms hosted on the internet are accessed by many, so biases in Al models have resulted in much larger impact, adversely affecting far larger groups of people.
- 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.
- Despite their widespread impact, it is relatively easier to fix Al biases than human- generated biases, as it is simpler to identify the former than to try to make people unlearn behaviors learnt over generations.
- The impact of biased decisions made by humans is localised and geographically confined, but with the advent of Al, the impact of such decisions is spread over a much wider scale.
Entered answer:
Solution
From passage: The sentences discuss the contrast between human bias (localized) and AI bias (widespread), the source of bias (data, not algorithms), and solutions.
Step-by-Step Thought Process:
First, identify the topic -> AI bias and its impact compared to human bias
Next, look for the opening sentence -> Sentence 4 introduces the main contrast (human bias vs AI bias scale)
Then find the building sentence -> Sentence 1 expands on how AI creates larger impact through internet access
Look for explanation sentence -> Sentence 2 clarifies the real source of bias (data, not algorithms)
Finally, find the concluding sentence -> Sentence 3 ends with practical solution perspective
The flow: Problem comparison -> Scale elaboration -> Root cause -> Solution outlook
How to Eliminate Wrong Sequences:
🔴 Starting with 1, 2, or 3 -> scope-error -> These sentences assume you already know the basic contrast. Sentence 4 must come first because it sets up the fundamental comparison between human and AI bias impact.
🔴 Putting 2 before 1 -> context-shift -> You can't explain the source of bias before establishing that AI bias has widespread impact.
🔴 Ending with 1, 2, or 4 -> incomplete-flow -> These don't provide closure. Sentence 3 naturally concludes by offering hope about fixing AI biases.
🟢 Sequence 4123 -> Creates smooth logical progression from problem identification to solution perspective.
The key is recognizing that sentence 4 establishes the foundational contrast that everything else builds upon.