Question Bank

NLP interview questions

Text classification and document retrieval call for different choices. Use these questions to review text representations, language-model training and evaluation. Distinguish properties of the model from the data and the way it is used.

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Showing 16 of 76 questions

MediumNLPOzon

How does the transformer account for token order?

ml-general
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MediumNLPOzon

What is the main difference between BERT and GPT?

ml-general
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MediumNLPOzon

How to aggregate transformer output into a single vector: CLS-token or pooling?

ml-general
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HardNLPAIWing

How do DPO, PPO and RLHF differ algorithmically?

rlhfdpoppo
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MediumNLPAIWing

What is PEFT and what approaches exist?

peftfine-tuningefficiency
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MediumNLPZinBrains

Tell about LLM in content moderation context

#ml#moderation#recommendation
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MediumNLP

Tell about your experience with LLMs for chatbots

#ml#moderation#recommendation
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MediumNLPZinBrains

How can connecting another LLM provide additional information?

#ml#moderation#recommendation
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MediumNLPZinBrains

Did you use default LLMs with system prompts or fine-tuning for moderation?

#ml#moderation#recommendation
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MediumNLP

How to approach the task of generated content detection?

#ml#moderation#recommendation
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MediumNLPАвито

Did you train LoRA adapter yourself or use a shared one for the department?

#ml#data#AI
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MediumNLP

Мы сначала прогоняем через матрицу какую-то, да?

general
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MediumNLP

Инициализируется? Хороший вопрос. То есть какими значениями инициализируется?

general
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MediumNLPZinBrains

Why do transformers use Layer Normalization instead of Batch Normalization?

#ml#data_science#engineering
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MediumNLPNNS

What context managers are used in PyTorch?

ml-general
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MediumNLPZinBrains

How to solve content moderation to prevent prohibited topics?

#ml#moderation#recommendation
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