The invention discloses a high-speed hot melt glue labeling machine. The machine comprises a frame, a label disc, an automatic label receiving device, a label feeding device, a label cutting device, a labeling wheel device, a rubber roller device, a bottle support device, a bottle feeding device and a bottle discharge device; the automatic label receiving device includes two pivoted label receiving frames, a guide roller, a label cutting mechanism and a label receiving mechanism; the label cutting device includes a label cutting frame, a label cutting cylinder, a label cutting driving mechanism, a rotating movable cutter and a fixed cutter; the labeling wheel device includes a labeling wheel base, a labeling wheel shaft, a labeling wheel and a labeling wheel driving mechanism; the labeling wheel base is fixed on a support frame; the labeling wheel shaft penetrates through the labeling wheel base; the labeling wheel is mounted at the upper end of the labeling wheel shaft, and is near the label cutting cylinder; and a second vacuum hole is formed in the labeling wheel. The labeling machine can realize automatic label reception under the condition of no stop, can continuously work, realizes automatic production, and can reliably cut and convey labels to realize reliable labeling action.