Work

On the Evaluation and Comparison of Taggers: The Effect of Noise in Testing Corpora

Year: 1998
Type: preprint
Abstract: This paper addresses the issue of {\sc pos} tagger evaluation. Such evaluation is usually performed by comparing the tagger output with a reference test corpus, which is assumed to be error-free. Currently used corpora contain noise which causes the obtained performance to be a distortion of the real value. We analyze to what extent this distortion may invalidate the comparison between taggers or the measure of the improvement given by a new system. The main conclusion is that a more rigorous testing experimentation setting/designing is needed to reliably evaluate and compare tagger accuracies.
Authors: Padro, L., Marquez, L.
Language: English
Open Access status: green
OpenAlex ID: W7100594569
Cites: 3
Cited by: 6
Related to: 10