psychiatrist

noun 1 sense

a physician who specializes in psychiatry

Story Show the data
English psiquiatra psychiatre 精神医学者 中文
Qwen3 8B
DeepSeek V3
Mistral 7B

Lexical record · WordNet measured

a physician who specializes in psychiatry
1
2
0

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = -0.0001
median activation = -2e-05
std. deviation = 0.01562

// greatest deviation from median
dimension = d4037
value = 0.05341
median = -2e-05
z-score = 3.4198σ
absolute deviation = 0.05343
// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = 0.00016
median activation = 0.00018
std. deviation = 0.01181

// greatest deviation from median
dimension = d1186
value = -0.04438
median = 0.00018
z-score = -3.7735σ
absolute deviation = 0.04457
// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00014
median activation = 0.0002
std. deviation = 0.01562

// greatest deviation from median
dimension = d2702
value = 0.06879
median = 0.0002
z-score = 4.3897σ
absolute deviation = 0.06859

Semantic proximity · cosine similarity

TermCosineDistance
psychologist 0.1712 0.8288
psychologists 0.1553 0.8447
dentist 0.1391 0.8609
psychiatric 0.1379 0.8621
therapists 0.1364 0.8636
psychiatry 0.1328 0.8672
neuroscience 0.1318 0.8682
surgeon 0.1315 0.8685
TermCosineDistance
psychologist 0.4411 0.5589
psychiatry 0.3234 0.6766
psychologists 0.3214 0.6786
therapist 0.3148 0.6852
veterinarian 0.3066 0.6934
psychiatric 0.2829 0.7171
dentist 0.2801 0.7199
physicist 0.2691 0.7309
TermCosineDistance
psychiatry 0.7062 0.2938
psychiatric 0.6721 0.3279
psychologist 0.2319 0.7681
therapist 0.2060 0.7940
socialist 0.1995 0.8005
psychologists 0.1946 0.8054
psychotherapy 0.1867 0.8133
neurological 0.1844 0.8156

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

Opposition candidates

TermCosinePolarity ΔScoreRelation
WordNet lists no antonyms for this word.
TermCosinePolarity ΔScoreRelation
WordNet lists no antonyms for this word.
TermCosinePolarity ΔScoreRelation
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

ModelTokensPieces
DeepSeek V3 1 psychiatrist
Mistral 7B 2 psychiat · rist
Qwen3 8B 1 psychiatrist

Sense inventory · WordNet measured

SynsetPOSDefinitionLemmas
psychiatrist.n.01 noun a physician who specializes in psychiatry head-shrinker, shrink