approach
- LLM provided full back-and-forth conversation (without the system prompt/instructions) to evaluate (instead of individual AI messages)
# overall strategy usage
![[1738875117.png]]
# condition and topic
## gpt4o
Odd. Most strategies are used more in proHarris condition.
![[1738875332.png]]
For reference, below is where LLM was given only individual messages to evaluate one at a time (instead of the full convo). Certain strategies are used more in proTrump condition.
![[1738877488.png]]
## deepseek
![[1738875347.png]]
# pca
## gpt4o
![[20250206160136.png]]
## deepseek
![[20250206160207.png]]
# best clustering?
## gpt4o: 9 clusters?
```python
# negativity
cluster 0 (5 strategies): ['contrastive_tone', 'namecalling', 'negative_tone', 'stimulate_anger', 'use_of_negative_testimonials']
# rapport buidling
cluster 1 (4 strategies): ['active_listening_and_empathy', 'build_rapport_and_common_ground', 'localized_focus', 'reciprocity_and_mutual_benefit']
cluster 2 (1 strategies): ['use_of_everyday_people_as_messengers']
# positive framing/urgency and storytelling
cluster 3 (7 strategies): ['emotional_appeal_with_balanced_urgency', 'positive_framing_and_value_alignment', 'positive_tone', 'relatable_hypotheticals', 'stimulate_enthusiasm', 'storytelling_and_relatable_anecdotes', 'transfer_of_association']
# directed facts and action-orientation
cluster 4 (3 strategies): ['audience_adaptation', 'encourage_action_with_clear_calls', 'evidence_or_factbased_arguments']
cluster 5 (1 strategies): ['aggressive_and_explicit_directives']
cluster 6 (1 strategies): ['politeness_and_civil_tone']
# social influence
cluster 7 (2 strategies): ['social_proof_and_normative_influence', 'use_of_positive_testimonials']
# systematic/thoughtful engagement?
cluster 8 (3 strategies): ['address_objections_and_counterarguments', 'cognitive_elaboration', 'gradual_persuasion']
```
## deepseek: 10 similar-ish clusters?
```python
# negativity
cluster 0 (3 strategies): ['namecalling', 'stimulate_anger', 'use_of_negative_testimonials']
# systematic/thoughtful engagement?
cluster 1 (4 strategies): ['active_listening_and_empathy', 'address_objections_and_counterarguments', 'cognitive_elaboration', 'gradual_persuasion']
# rapport building
cluster 2 (2 strategies): ['build_rapport_and_common_ground', 'reciprocity_and_mutual_benefit']
# storytelling
cluster 3 (3 strategies): ['relatable_hypotheticals', 'storytelling_and_relatable_anecdotes', 'transfer_of_association']
# social proof
cluster 4 (2 strategies): ['social_proof_and_normative_influence', 'use_of_positive_testimonials']
cluster 5 (1 strategies): ['aggressive_and_explicit_directives']
# action orientation and urgency
cluster 6 (4 strategies): ['audience_adaptation', 'emotional_appeal_with_balanced_urgency', 'encourage_action_with_clear_calls', 'stimulate_enthusiasm']
cluster 7 (2 strategies): ['localized_focus', 'use_of_everyday_people_as_messengers']
# constructive, balanced, factual approach?
cluster 8 (5 strategies): ['contrastive_tone', 'evidence_or_factbased_arguments', 'negative_tone', 'positive_framing_and_value_alignment', 'positive_tone']
cluster 9 (1 strategies): ['politeness_and_civil_tone']
```