It is in chapter nine in the beginning of the chapter.
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They search for food but they are apprehended by a large group of wood-elves. Bilbo slips away and makes himself invisible but the dwarves are blindfolded and led towards the fort of the Elvenking. Bilbo follows behind them as best he can and when the dwarves are made prisoners by the suspicious king.