I review the current status of lattice calculations for two selected
observables related to nucleon structure: the second moment of the unpolarized
parton distribution, (u-d), and the first moment of the polarized parton
distribution, the non-singlet axial coupling gA. The major challenge is the
requirement to extract them sufficiently close to the chiral limit. In the
former case, there still remains a puzzling disagreement between lattice data
and experiment. For the latter quantity, however, we may be close to obtaining
its value from the lattice in the immediate future.Comment: Invited review at BARYONS 2004, Palaiseau, France, October 25 - 29,
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