Event Attribute Annotation

Annotation scheme

Each event is assigned three attributes, corresponding to different aspects of its interpretation. Where possible, attribute-specific cue phrases are annotated and linked to the event. These are words/phrases in the same sentence as the event, which are used by the annotator to determine the chosen (non-default) value for a given attribute. Table 1 provides definitions of each of these three attributes, enumerates the possible attribute values and provides some annotated examples, including cue phrases.

Note that in the brat visualisation of the corpus, events that have one or more attributes assigned to them are denoted by a red hash (#).

Table 1. Event Atrributes
Attrbute nameDescriptionPossible Values
Negated Denotes whether or not there is explicit evidence in the sentence that the event should be negated True: Explicit negation evidence is present
False: There is no evidence that the event should be negated (default value)


Speculated Denotes whether there is some degree of uncertainty or speculation as to whether the event will actually take place True: There is explicit evidence of one of the following:
  • uncertainty about whether the event will actually take place
  • there is a risk that the event will take place
  • the event may not take place all of the time
  • there is a lack of evidence/knowledge about the truth of the event
False: There is no evidence of any of the above (default value)




Manner Denotes whether the manner of the event (i.e., the rate, intensity, strength or level of significance of the event) is higher or lower than would be expected by default Low: There is explicit indication that the manner of the event is lower than would be expected by default, e.g. it happens with low intensity, happens rarely or is not considered to be significant
High: There is explicit indication that the manner of the event is lower than would be expected by default, e.g. it happens with high intensity, it happens very frequently, or is considered to be very significant.
Neutral: There is no explicit indication that the manner of the event is high or lower than would be expected by default (default value)


Event attribute statistics

The total number of events for which non-default attribute values are assigned

Table 2. Statistics of Event attributes
AttributeTotal number of events with non-default attributesNumber of unique cues
Negated6119
Speculated448117
Manner9547

Agreement

The annotations were undertaken by annotators with domain expertise. The quality and consistency of the annotations were verified through the calculation of inter-annotator agreement (IAA) on one quarter of the complete corpus (i.e., 150 abstracts). We calculated IAA in terms of F-Score, as shown in Table 3.

Table 3. Inter-annotator agreement rates for event attributes (F-score)
Relation TypeAgreement Rate
Negated 75.6
Speculated76.5
Manner58.9
TOTAL 70.9