论文标题

Ruclip-新模型和实验:技术报告

RuCLIP -- new models and experiments: a technical report

论文作者

Shonenkov, Alex, Kuznetsov, Andrey, Dimitrov, Denis, Shavrina, Tatyana, Chesakov, Daniil, Maltseva, Anastasia, Fenogenova, Alena, Pavlov, Igor, Emelyanov, Anton, Markov, Sergey, Bakshandaeva, Daria, Shybaeva, Vera, Chertok, Andrey

论文摘要

在报告中,我们提出了六个在24000万对培训的Ruclip模型的新实现。将精度结果与来自不同域的16个数据集上的Ru-en Translation(Opus-MT)的原始剪辑模型进行了比较。我们的最佳实现在大多数数据集中都超过了剪辑 + opus-MT解决方案,该解决方案在几个表和零摄像任务中。在报告中,我们简要描述了实现,并专注于进行的实验。推理执行时间比较也在报告中介绍。

In the report we propose six new implementations of ruCLIP model trained on our 240M pairs. The accuracy results are compared with original CLIP model with Ru-En translation (OPUS-MT) on 16 datasets from different domains. Our best implementations outperform CLIP + OPUS-MT solution on most of the datasets in few-show and zero-shot tasks. In the report we briefly describe the implementations and concentrate on the conducted experiments. Inference execution time comparison is also presented in the report.

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