Sobes.tech

Machine Learning / AI

If the tool (backend) itself was at fault (for example, a timeout when accessing the system) — did you pass traceback errors to the models?

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Was there a check for record duplication in the system after a failure following a successful write (idempotency)?

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What dataset was used to measure model selection metrics?

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How was the entire multi-agent system traced — at which stages do errors, latency, etc. occur?

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Have other embedding models been tested?

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What metrics were used to measure retrievability (which dataset and tool)?

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Why was Human-in-the-Loop not used in the multi-agent system, only in ReAct?

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What was the chunk size and did you do overlap?

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What is BERT and what tasks was it trained on?

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Describe the ReAct agent cycle: what were the steps and how did the cycle end?

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What types of annotations for NER tasks do you know? What have you worked with?

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What is VLM (Vision Language Model)?

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In terms of speed, which is faster — a regular agent with tools or a multi-agent system?

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Which part (BM25 or dense) has unnormalized values?

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Was the toolcalling native or through prompt (parsing)?

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Used one model for all agents or different ones?

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And if the model gave an invalid argument, what did you do?

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How do models report that an argument is invalid?

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What is the difference between fine-tuning and few-shot prompting? When and what to choose?

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Was there parallelism in the execution of agents or was everything sequential?

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