stainless

noun 2 senses

steel containing chromium that makes it resistant to corrosion

Qwen3 8B
DeepSeek V3
Mistral 7B

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

1 Your word measured
noun 2 senses 6 synonyms

Definitions come from WordNet, a hand-curated dictionary.

2 To an AI, it's pieces measured
DeepSeek V3 stainless 1 token
Mistral 7B stain less 2 tokens
Qwen3 8B stainless 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

stainless steel chromium steel unstained unsullied untainted untarnished

Shade shows how close the model puts each word to stainless. 0 of 6 dictionary synonyms are in this build; the rest have no vector to compare yet.

Dictionary synonyms measured

stainless steel chromium steel unstained unsullied untainted untarnished

Shade shows how close the model puts each word to stainless. 0 of 6 dictionary synonyms are in this build; the rest have no vector to compare yet.

This model splits stainless into 2 pieces, so it has no vector of its own here: this is the average of its fragments, and the results below are correspondingly rough.

Dictionary synonyms measured

stainless steel chromium steel unstained unsullied untainted untarnished

Shade shows how close the model puts each word to stainless. 0 of 6 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

This model splits stainless into 2 pieces, so it has no vector of its own here: this is the average of its fragments, and the results below are correspondingly rough.

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 stainless. 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 stainless. That gap is the model’s own learned association.

This model splits stainless into 2 pieces, so it has no vector of its own here: this is the average of its fragments, and the results below are correspondingly rough.

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

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