Bank stocks beat the broader markets Wednesday as investors continued to pick up confidence — and bargains — within the sector.

The KBW Bank Index rose 3.54%, while the Dow Jones industrial average fell 0.42% and the Standard & Poor's 500 fell 0.29%.

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