Behavioral Traits Knowledge Model
Overview
The Behavioral Traits Knowledge Model (display name: Behavioral Traits EN v#) categorizes a document based on the personality traits or attitudes it describes or contains.
The taxonomy in divided into seven categories:
- Sociality
- Action
- Openness
- Consciousness
- Ethics
- Capability
- Moderation
Each category has three levels of polarity:
- Low
- Fair
- High
indicating to which degree the behavioral trait belongs to the category that represents it.
Categorization and taxonomy
id label (English)
1000 Sociality
1100 Sociality low
1101 Asociality
1102 Impoliteness
1103 Ungratefulness
1104 Emotionality
1105 Isolation
1106 Disagreement
1200 Sociality fair
1201 Seriousness
1202 Introversion
1203 Unreservedness
1204 Humour
1205 Sexuality
1300 Sociality high
1301 Extroversion
1302 Pleasantness
1303 Trustfulness
1304 Gratefulness
1305 Empathy
2000 Action
2100 Action low
2101 Sedentariness
2102 Passivity
2200 Action fair
2201 Calmness
2300 Action high
2301 Initiative
2302 Dynamism
3000 Openness
3100 Openness low
3101 Rejection
3102 Apathy
3103 Apprehension
3104 Traditionalism
3105 Conformism
3106 Negativity
3107 Bias
3200 Openness fair
3201 Cautiousness
3300 Openness high
3301 Progressiveness
3302 Acceptance
3303 Courage
3304 Positivity
3305 Curiosity
4000 Consciousness
4100 Consciousness low
4101 Superficiality
4102 Unawareness
4103 Disorganization
4104 Insecurity
4105 Ignorance
4106 Illusion
4300 Consciousness high
4301 Awareness
4302 Spirituality
4303 Concern
4304 Knowledge
4305 Self-confidence
4306 Organization
5000 Ethics
5100 Ethics low
5101 Violence
5102 Extremism
5103 Discrimination
5104 Dishonesty
5105 Neglect
5106 Unlawfulness
5107 Irresponsibility
5300 Ethics high
5301 Inclusiveness
5302 Honesty
5303 Compassion
5304 Commitment
5305 Lawfulness
5306 Solidarity
6000 Capability
6100 Capability low
6101 Lack of intelligence
6102 Inexperience
6103 Incompetence
6200 Capability fair
6201 Rationality
6300 Capability high
6301 Smartness
6302 Creativity
6303 Competence
7000 Moderation
7100 Moderation low
7101 Dissoluteness
7102 Gluttony
7103 Materialism
7104 Addiction
7200 Moderation fair
7201 Healthy lifestyle
7300 Moderation high
7301 Self-restraint
Categories at the first and the second level of the hierarchy work as super-groups and sub-groups.
Only the categories at the third level of the hierarchy—the leaf categories—are predicted, but the full path starting from the super-group is returned as an additional property for each category.
Warning
Grouping is purely ontological. The names of the groups have no positive or negative connotations: in particular, the high, fair and low qualifications in sub-groups are not to be interpreted as a moral judgment, but as the intensity with which encompassed behavioral traits represent the super-group.
Output structure
The model output has the same structure as any other model and is affected by the functional options of the workflow block.
The peculiar part of the output is the result of categorization, i.e. the categories array.
As stated above, the categories that can be returned in output—the recognized behavioral traits—are only those at the 3rd level of the hierarchy, the "leaves" of the tree.
The 1st and 2nd level categories are used to group the others. The information of the group and sub-group a behavioral trait belongs to is available in output in the hierarchy property, which represents the full path of the output category inside the tree.
For example:
...
"frequency": 75.25,
"hierarchy": [
"Moderation",
"Moderation low",
"Gluttony"
],
"id": "7102",
"label": "Gluttony"
...
Example
Considering the following text:
Research commissioned by Newsround has found that 10-12 year-olds feel worried and pressured about looking good in the photos they share on social media. The majority take at least four selfies before choosing one to share, and three quarters say they edit photos before posting them. But what's shaping their attitudes?
the categorization is:
"categories": [
{
"frequency": 0,
"hierarchy": [
"Action",
"Action high",
"Initiative"
],
"id": "2301",
"label": "Initiative",
"namespace": "behavioral_traits_en",
"positions": [
{
"end": 209,
"start": 201
}
],
"score": 10,
"winner": true
},
{
"frequency": 0,
"hierarchy": [
"Openness",
"Openness low",
"Apprehension"
],
"id": "3103",
"label": "Apprehension",
"namespace": "behavioral_traits_en",
"positions": [
{
"end": 78,
"start": 71
},
{
"end": 98,
"start": 93
}
],
"score": 40,
"winner": true
}
]