{"url":"/dataset/kieval","name":"KIEval","full_name":null,"description_markdown":"KIEval provides a robust framework for dynamic, interactive evaluation of large language models, reducing the impact of data contamination and offering deeper insights into a model's true capabilities. It shifts the focus from static evaluation to a more comprehensive assessment of knowledge understanding and application. How KIEval Works:\r\n\r\nDynamic Interactions: KIEval introduces an \"interactor\" model that engages in multi-round dialogues with the evaluated model. Each round generates new, deeper questions based on previous responses, testing the model's knowledge application and coherence.\r\n\r\nEvaluation Process: An initial question from a high-quality dataset starts the dialogue. The \"interactor\" then generates follow-up questions to probe deeper. An \"evaluator\" model assesses responses for relevance, coherence, and logic.\r\n\r\nAdvantages: This method reduces the impact of data contamination and comprehensively evaluates the model's abilities beyond simple pattern matching.","description_withheld":null,"homepage":"https://github.com/zhuohaoyu/KIEval","introduced_date":"2024-02-23","introduced_date_note":null,"introduced_by":{"paper":"/paper/kieval-a-knowledge-grounded-interactive","title":"KIEval: A Knowledge-grounded Interactive Evaluation Framework for Large Language Models","first_author":"Zhuohao Yu","url":null},"license":null,"modalities":[],"tasks":[],"languages":[],"variants":["KIEval"],"data_loaders":[],"num_papers_in_archive":3,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}