Benchmarks across 70+ tasks show cross-encoders deliver zero net gain, only latency wins

bo_wangbo · x · 2026-10-09

In a reply, bowangbo says his team benchmarked every "SOTA" cross-encoder from 200m to 8B parameters, point-wise to list-wise, across 70+ tasks and domains. After averaging gains and losses, all cross-encoders deliver zero net gain — the only benefit is reduced latency.

Related event: 70+ Task Benchmark Shows SOTA Cross-Encoders Yield Zero Average Gain(2 posts)→

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