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Your word
measured
“an air-cooled motor was more effective than a witch's broomstick for rapid long-distance transportation”
Definitions come from WordNet, a hand-curated dictionary.
producing or capable of producing an intended result or having a striking effect; -LewisMumford
Panels 3, 4 and 5 are computed per model. Switch to see them disagree.
“an air-cooled motor was more effective than a witch's broomstick for rapid long-distance transportation”
Definitions come from WordNet, a hand-curated dictionary.
This is the tokenizer splitting text, not the model understanding it.
ineffective is the dictionary opposite of effective, yet this model puts it closer than 1 of the 2 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 effective, 1 of 8 also appear in the dictionary. 2 of 6 dictionary synonyms are in this build; the rest have no vector to compare yet.
ineffective is the dictionary opposite of effective, yet this model puts it closer than 1 of the 2 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 effective, 2 of 8 also appear in the dictionary. 2 of 6 dictionary synonyms are in this build; the rest have no vector to compare yet.
ineffective is the dictionary opposite of effective, yet this model puts it closer than every one of the 2 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 effective, 1 of 8 also appear in the dictionary. 2 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.
Scores are projections onto axes we defined from anchor words, not labels the model assigns.
These sit just outside the closest neighbours in panel 3, and no dictionary lists any of them as related to effective. 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 effective. 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 effective. That gap is the model’s own learned association.
These are statistical associations in the training data, not the model thinking.