Improving Attributed Long-form Question Answering with Intent Awareness

Xinran Zhao·Aakanksha Naik·Jay DeYoung·Joseph Chee Chang
ICLR·2026·3 citations

TLDRThis work develops and employs structured, tag-based schemes to better elicit underlying implicit intents to write or cite and demonstrates that these extracted intents enhance both zero-shot generation capabilities in LLMs and enable the creation of high-quality synthetic data for fine-tuning smaller models.

Code & Resources

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Improving Attributed Long-form Question Answering with Intent Awareness

Xinran Zhao·Aakanksha Naik·Jay DeYoung·Joseph Chee Chang
ICLR·2026·3 citations

TLDRThis work develops and employs structured, tag-based schemes to better elicit underlying implicit intents to write or cite and demonstrates that these extracted intents enhance both zero-shot generation capabilities in LLMs and enable the creation of high-quality synthetic data for fine-tuning smaller models.

Code & Resources

Paper

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