Explore a systematic evaluation of neural retrieval models in this 15-minute conference talk presented at SIGIR 2024. Delve into the performance analysis of various neural retrieval models on the Touché 2020 Argument Retrieval subset of BEIR (Benchmark for IR). Gain insights from authors Nandan Thakur, Luiz Bonifacio, Maik Fröbe, Alexander Bondarenko, Ehsan Kamalloo, Martin Potthast, Matthias Hagen, and Jimmy Lin as they discuss their findings and methodologies. Learn about the latest advancements in neural information retrieval and their applications to argument retrieval tasks.