know

noun 12 senses

the fact of being aware of information that is known to few people

Qwen3 8B
DeepSeek V3
Mistral 7B

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

1 Your word measured

“he is always in the know”

noun 12 senses 31 synonyms 1 antonyms

Definitions come from WordNet, a hand-curated dictionary.

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

recognize0.13 love0.10 recognise0.09 acknowledge0.09 experience0.08 live0.08 screw0.06 fuck0.05 bang0.04 jazz0.03 bed0.02 eff-0.00 cognize cognise sleep together roll in the hay make out make love sleep with get laid have sex do it be intimate have intercourse

Dictionary antonyms measured

ignore is the dictionary opposite of know, yet this model puts it closer than 6 of the 12 synonyms it can score. Opposites share the sentences a word lives in, so cosine alone cannot tell them apart - which is why the dictionary seeds this list rather than the geometry.

Shade shows how close the model puts each word to know. 12 of 31 dictionary synonyms are in this build; the rest have no vector to compare yet.

Dictionary synonyms measured

love0.37 recognize0.27 recognise0.17 acknowledge0.13 bed0.10 experience0.10 fuck0.09 live0.08 bang0.04 screw0.03 jazz0.01 eff-0.00 cognize cognise sleep together roll in the hay make out make love sleep with get laid have sex do it be intimate have intercourse

Dictionary antonyms measured

ignore is the dictionary opposite of know, yet this model puts it closer than 5 of the 12 synonyms it can score. Opposites share the sentences a word lives in, so cosine alone cannot tell them apart - which is why the dictionary seeds this list rather than the geometry.

Shade shows how close the model puts each word to know. 12 of 31 dictionary synonyms are in this build; the rest have no vector to compare yet.

Dictionary antonyms measured

ignore is the dictionary opposite of know, yet this model puts it closer than 6 of the 12 synonyms it can score. Opposites share the sentences a word lives in, so cosine alone cannot tell them apart - which is why the dictionary seeds this list rather than the geometry.

Shade shows how close the model puts each word to know. 12 of 31 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 know. 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 know. 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 know. That gap is the model’s own learned association.

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