This has been rarely addressed for sentiment analysis, due to the lack of available training data and the difficulty of manual annotation.
fair evaluation of such systems is fraught with difficulty, partly because the task is often subjective (human annotators do not agree on what is correct), and partly because comparing systems fairly is complicated when they tackle the problem in different ways.