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I faced the same issue, and while I prefer not to modify the source code, it is one of those times to do so. I updated heavily the acm_searcher.py and a bit the search_runner_tool.py, especially for debugging and info logging.
With the query ([unsupervised]) AND ([deep learning] OR [neural network]) AND [segmentation], there was no result from ACM.
While almost 2000 from IEEE and SCOPUS.
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