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Traditional Japanese Restaurant
If you see the kanji restaurant attached to a place name, there's a good chance that it's a restaurant. Usually refers to a traditional Japanese restaurant, though.
The reading is the same as the one you learned with the kanji.
Many people think that Koichi would name his first restaurant Tofugutei.