Deep Learning in Language Models Quiz
A rigorous assessment of cutting‑edge techniques in computational linguistics and AI, designed for experts.
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?
- 2
Which statement correctly distinguishes Byte‑Pair Encoding (BPE) from WordPiece tokenization?
- 3
When evaluating the diversity of text generated by a language model, which automatic metric is most directly suited for this purpose?
- 4
Low‑rank adaptation (LoRA) primarily reduces which training resource when fine‑tuning large language models?
- 5
In probing studies of pretrained language models, which task is a classic example for testing syntactic knowledge?
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