... if all instances that are assigned sense a have gold sense x, then sense a is mapped to gold sense x. Therefore, if the proportion of junk senses in the map-ping instances is low, their in uence ... reporthigher results again using in- domain training data,so we would expect to see further gains again overthe I2R system in following this path.Overall, these results agree with our findingsover the ... ap-pending part of speech information to each wordlemma, but the resulting data sparseness meantthat results dropped marginally.When determining the sense for an instance, weaggregate the sense...