Sobes.tech

Machine Learning / AI

Approximately how many tokens were there in one end-to-end pass?

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276

What tool was used for structural document chunking?

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210

What is class imbalance in NER and how to work with it?

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197

What are the disadvantages of a multi-agent approach?

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196

What model was used under the hood of the ReAct agent and why was it chosen?

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196

How many candidates did you send to the reranker and how many were selected afterwards?

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191

Was it a JSON model or JSON schema through the API? What is the difference in usage?

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185

How were the BM25 values and dense embeddings combined before passing to the reranker (hybridization)?

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184

What is the difference between a cross-encoder (ranker) and a bi-encoder?

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183

Tell me about hybrid retrieval in RAG — which model did you choose for dense vectors?

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180

What kind of chunking was used and what type of documents were they (Word, PDF, Excel, etc.)?

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177

Why did you choose Qdrant as a vector storage?

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174

Was the model within its own boundary or did it communicate via an external API?

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172

How do you validate function call arguments before execution?

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172

Describe end-to-end, briefly what each of the four agents of the multi-agent system does.

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170

Do you check the code generated by the AI tool yourself afterward?

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169

What metrics can be used to evaluate NER on documents?

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167

What do you mean by an error (in the prompt approach)?

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165

How did you work with queries in the vector storage (Qdrant) and their impact on the agent's latency?

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164

What was the object of the state (TypedDict or other)?

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