engagement

noun 7 senses

a hostile meeting of opposing military forces in the course of a war

Qwen3 8B
DeepSeek V3
Mistral 7B

Panels 3, 4 and 5 are computed per model. Switch to see them disagree.

1 Your word measured

“Grant won a decisive victory in the battle of Chickamauga”

noun 7 senses 15 synonyms 3 antonyms

Definitions come from WordNet, a hand-curated dictionary.

2 To an AI, it's pieces measured
DeepSeek V3 engagement 1 token
Mistral 7B engagement 1 token
Qwen3 8B engagement 1 token

This is the tokenizer splitting text, not the model understanding it.

3 Synonyms, antonyms, and the AI measured
Qwen3 8B
DeepSeek V3
Mistral 7B

Dictionary antonyms measured

non-engagement nonparticipation non-involvement

Shade shows how close the model puts each word to engagement, 1 of 8 also appear in the dictionary. 10 of 15 dictionary synonyms are in this build; the rest have no vector to compare yet.

Dictionary antonyms measured

non-engagement nonparticipation non-involvement

Shade shows how close the model puts each word to engagement, 3 of 8 also appear in the dictionary. 10 of 15 dictionary synonyms are in this build; the rest have no vector to compare yet.

Dictionary antonyms measured

non-engagement nonparticipation non-involvement

Shade shows how close the model puts each word to engagement, 2 of 8 also appear in the dictionary. 10 of 15 dictionary synonyms are in this build; the rest have no vector to compare yet.

Model neighbours are distributional, not dictionary synonyms. Two words can be close because they appear in similar sentences, which is why an antonym can outscore a synonym here.

4 Its personality measured
Qwen3 8B
DeepSeek V3
Mistral 7B
rare common
concrete abstract
casual formal
everyday technical
negative positive
mild intense
powerless powerful
small big
rare common
concrete abstract
casual formal
everyday technical
negative positive
mild intense
powerless powerful
small big
rare common
concrete abstract
casual formal
everyday technical
negative positive
mild intense
powerless powerful
small big

Scores are projections onto axes we defined from anchor words, not labels the model assigns.

5 Surprising neighbours measured
Qwen3 8B
DeepSeek V3
Mistral 7B

These sit just outside the closest neighbours in panel 3, and no dictionary lists any of them as related to engagement. That gap is the model’s own learned association.

These sit just outside the closest neighbours in panel 3, and no dictionary lists any of them as related to engagement. That gap is the model’s own learned association.

These sit just outside the closest neighbours in panel 3, and no dictionary lists any of them as related to engagement. That gap is the model’s own learned association.

These are statistical associations in the training data, not the model thinking.