Negation detection is traditionally separated from the entity recognition task because negation indicating terms can be recognized separately from the phrases that contain explicit mention of an entity.
implicit mention can involve an antonym that fuses the entity indication with negated sense  Figure 1: Components of the Proposed Solution (e.g., 'patient denies shortness of breath' vs 'patient is breathing comfortably').