ProactiveInquirer/CITATION.cff at main · dolev31/ProactiveInquirer · GitHub

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cff-version: 1.2.0
title: "ProactiveInquirer"
message: "If you use this software, please cite it and the paper it accompanies."
type: software
authors:
  - family-names: Levy
    given-names: Ido
  - family-names: Yehudai
    given-names: Asaf
  - family-names: Shlomov
    given-names: Segev
  - family-names: Adi
    given-names: Asaf
  - family-names: Choshen
    given-names: Leshem
abstract: >-
  Code for measuring and training proactive information-seeking in tool-using agents:
  horizontal proactivity (needs the current state already names) and vertical proactivity
  (needs only newly found evidence names), scored against need graphs without a model judge,
  and Q&D (questioner and drafter), which trains a questioner from the consequences of its
  questions.
license: Apache-2.0
repository-code: "https://github.com/dolev31/ProactiveInquirer"
repository-artifact: "https://huggingface.co/dolev31/ProactiveInquirer-Qwen3-8B"
url: "https://dolev31.github.io/ProactiveInquirer/"
doi: "10.5281/zenodo.23023448"
keywords:
  - proactive agents
  - proactivity
  - LLM agents
  - information seeking
  - question asking
  - clarifying questions
  - need graph
  - multi-hop question answering
  - agentic search
  - retrieval-augmented generation
  - agent evaluation
  - direct preference optimization
preferred-citation:
  type: article
  title: "Asking for What Was Never Requested: Horizontal and Vertical Proactivity in Agents"
  year: 2026
  url: "https://arxiv.org/abs/2609.37236"
  doi: "10.48550/arXiv.2609.37236"
  identifiers:
    - type: other
      value: "arXiv:2609.37236"
      description: "The arXiv identifier"
  authors:
    - family-names: Levy
      given-names: Ido
    - family-names: Yehudai
      given-names: Asaf
    - family-names: Shlomov
      given-names: Segev
    - family-names: Adi
      given-names: Asaf
    - family-names: Choshen
      given-names: Leshem