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Itinai.com mockup of branding agency website on laptop. moder 03f172b9 e6d0 45d8 b393 c8a3107c17e2 2

An Extensible Open-Source AI Framework to Benchmark Attributable Information-Seeking Using Representative LLM-based Approaches

An Extensible Open-Source AI Framework to Benchmark Attributable Information-Seeking Using Representative LLM-based Approaches

Practical Solutions for Attributable Information-Seeking with AI

Challenges in Information-Seeking

Search engines use generative methods to provide accurate answers with citations, but open-ended queries pose challenges due to potential incorrect information.

AI Framework for Information-Seeking

A reproducible AI framework supports various LLM architectures for attributed information seeking and is adaptable to any dataset. It benchmarks attributed information-seeking tasks with different LLM architectures.

Approaches in the Framework

The framework includes the Generate approach, Retrieve Then Generate approach, and Generate Then Retrieve approach, each with variations to improve retrieval accuracy and answer correctness.

Evaluating Performance

Performance evaluations using the HAGRID dataset show that RTG approaches outperform other methods, demonstrating better overall performance in answer correctness and citation quality.

Insights and Benchmarks

The framework offers valuable insights and benchmarks for future research, focusing on both answer correctness and citation quality. The RTG-query-gen approach demonstrates significant improvements in citation accuracy.

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Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

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