I am re-training the Stanford POS-tagger on my own data. I have trained two other taggers on the same data in the following one-token-per-line format:
word1_TAG
word2_TAG
word3_TAG
word4_TAG
.
Is this format ok for the Stanford tagger, or does it need to be one-sentence-per-line?
word1_TAG word2_TAG word3_TAG word4_TAG .
Could using the first format for training and testing affect Stanford tagging results?
You should have one sentence per line (your second example).
Using the first format will certainly affect tagging results: you'll effectively build a unigram tagger, in which all tagging is done without any sentence context at all.