How AI reads quantity

Qwen3 8B

DeepSeek V3

Mistral 7B

Lexical record · WordNet measured

how much there is or how many there are of something that you can quantify

Senses3

Synonyms2

Antonyms0

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = 2e-05
median activation = -0.00015
std. deviation = 0.01562

// greatest deviation from median
dimension = d2869
value = 0.06173
median = -0.00015
z-score = 3.96σ
absolute deviation = 0.06188

// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = -7e-05
median activation = -0.00013
std. deviation = 0.01181

// greatest deviation from median
dimension = d7111
value = 0.065
median = -0.00013
z-score = 5.5148σ
absolute deviation = 0.06514

// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00011
median activation = -1e-05
std. deviation = 0.01562

// greatest deviation from median
dimension = d3857
value = -0.06166
median = -1e-05
z-score = -3.9458σ
absolute deviation = 0.06165

Semantic proximity · cosine similarity

Term	Cosine	Distance
quantities	0.2414	0.7586
amount	0.1551	0.8449
volume	0.1352	0.8648
term	0.1214	0.8786
actual	0.1150	0.8850
price	0.1122	0.8878
operation	0.1113	0.8887
thing	0.1070	0.8930

Term	Cosine	Distance
quantities	0.5882	0.4118
amount	0.3172	0.6828
volume	0.2535	0.7465
quality	0.2483	0.7517
quantitative	0.2438	0.7562
amounts	0.2326	0.7674
qualities	0.2280	0.7720
quantify	0.2274	0.7726

Term	Cosine	Distance
quantities	0.5180	0.4820
amount	0.2398	0.7602
volume	0.2060	0.7940
number	0.2060	0.7940
amounted	0.2059	0.7941
numbering	0.1772	0.8228
numbered	0.1713	0.8287
quality	0.1694	0.8306

Similarity is distributional, not a dictionary synonym label. High similarity can occur between antonyms because they occupy similar contextual environments.

Opposition candidates

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Term	Cosine	Polarity Δ	Score	Relation
WordNet lists no antonyms for this word.

Seeds are WordNet antonyms, ranked by embedding geometry. Opposition is never inferred from cosine distance alone: antonyms sit close, not far.

Tokenization · per model measured

Model	Tokens	Pieces
DeepSeek V3	1	quantity
Mistral 7B	1	quantity
Qwen3 8B	1	quantity

Sense inventory · WordNet measured

Synset	POS	Definition	Lemmas
measure.n.02	noun	how much there is or how many there are of something that you can quantify	measure, amount
quantity.n.02	noun	an adequate or large amount	n/a
quantity.n.03	noun	the concept that something has a magnitude and can be represented in mathematical expressions by a constant or a variable	n/a