Asking for What Was Never Requested: horizontal and vertical proactivity in LLM agents. Need-graph metrics (no LLM judge) and Q&D, which trains a questioner from the consequences of its questions.

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agent-evaluation clarifying-questions customer-service dpo huggingface information-seeking large-language-models llm-agents lora machine-learning multi-hop-qa nlp peft preference-learning proactive-agents question-asking qwen3 rag retrieval-augmented-generation tau-bench
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Asking for What Was Never Requested: horizontal and vertical proactivity in LLM agents. Need-graph metrics (no LLM judge) and Q&D, which trains a questioner from the consequences of its questions.

Python
#agent-evaluation#clarifying-questions#customer-service#dpo#huggingface#information-seeking#large-language-models#llm-agents#lora#machine-learning#multi-hop-qa#nlp#peft#preference-learning#proactive-agents#question-asking#qwen3#rag#retrieval-augmented-generation#tau-bench

Asking for What Was Never Requested: horizontal and vertical proactivity in LLM agents. Need-graph metrics (no LLM judge) and Q&D, which trains a questioner from the consequences of its questions.

Python
#agent-evaluation#clarifying-questions#customer-service#dpo#huggingface#information-seeking#large-language-models#llm-agents#lora#machine-learning#multi-hop-qa#nlp#peft#preference-learning#proactive-agents#question-asking#qwen3#rag#retrieval-augmented-generation#tau-bench

Asking for What Was Never Requested: horizontal and vertical proactivity in LLM agents. Need-graph metrics (no LLM judge) and Q&D, which trains a questioner from the consequences of its questions.

Python
#agent-evaluation#clarifying-questions#customer-service#dpo#huggingface#information-seeking#large-language-models#llm-agents#lora#machine-learning#multi-hop-qa#nlp#peft#preference-learning#proactive-agents#question-asking#qwen3#rag#retrieval-augmented-generation#tau-bench