The combination of strong correlation and emergent lattice can be achieved when quantum gases are confined in a superradiant Fabry-Perot cavity. In addition to the discoveries of exotic phases, such as density wave ordered Mott insulator and superfluid, a surprising kink structure is found in the slope of the cavity strength as a function of the pumping strength. In this Letter, we show that the appearance of such a kink is a manifestation of a liquid-gas like transition between two superfluids with different densities. The slopes in the immediate neighborhood of the kink become divergent at the liquid-gas critical points and display a critical scaling law with a critical exponent 1 in the quantum critical region. Our predictions could be tested in current experimental set-up.

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