"Neat" means you run your reaction without a solvent. For example, I ran a reaction where benzaldehyde was one of the reactants. Benzaldehyde is a liquid at room temp, and it also was able to solvate my other reactants/catalyst. For this reason, the reaction was just run in stoichiometric benzaldehyde ("neat") as opposed to in a solvent. It provides better atom efficiency.