Artificial Intelligence & Machine Learning

Deep Learning in Language Models Quiz

A rigorous assessment of cutting‑edge techniques in computational linguistics and AI, designed for experts.

#deep learning#machine learning#transformers#NLP#model interpretability#semantic parsing#AI research#language models#evaluation metrics#tokenization

Total Questions

Difficulty Level

hard

Progress

0/0

Quiz Questions

Answer all questions below and test your knowledge.

1
What is the asymptotic time complexity of the self‑attention operation in a standard transformer with sequence length n?
Question 1
2
Which statement correctly distinguishes Byte‑Pair Encoding (BPE) from WordPiece tokenization?
Question 2
3
When evaluating the diversity of text generated by a language model, which automatic metric is most directly suited for this purpose?
Question 3
4
Low‑rank adaptation (LoRA) primarily reduces which training resource when fine‑tuning large language models?
Question 4
5
In probing studies of pretrained language models, which task is a classic example for testing syntactic knowledge?
Question 5

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