automatic

noun 5 senses

light machine gun

Story Show the data
English automático automatique オートマチック 自动步枪
Qwen3 8B
DeepSeek V3
Mistral 7B

Lexical record · WordNet measured

light machine gun
5
9
1

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00067
median activation = 0.00054
std. deviation = 0.01561

// greatest deviation from median
dimension = d2043
value = 0.05728
median = 0.00054
z-score = 3.6347σ
absolute deviation = 0.05674
// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = 0.00011
median activation = 1e-05
std. deviation = 0.01181

// greatest deviation from median
dimension = d5778
value = -0.05197
median = 1e-05
z-score = -4.4006σ
absolute deviation = 0.05197
// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 0.00024
median activation = 0.00038
std. deviation = 0.01562

// greatest deviation from median
dimension = d925
value = -0.05711
median = 0.00038
z-score = -3.6802σ
absolute deviation = 0.0575

Semantic proximity · cosine similarity

TermCosineDistance
automated 0.1800 0.8200
manual 0.1363 0.8637
automatically 0.1307 0.8693
systematic 0.1289 0.8711
stochastic 0.1267 0.8733
semantic 0.1166 0.8834
dramatic 0.1153 0.8847
seamless 0.1152 0.8848
TermCosineDistance
automatically 0.4563 0.5437
automated 0.4352 0.5648
zygomatic 0.2915 0.7085
auto 0.2758 0.7242
automate 0.2711 0.7289
autofluorescence 0.2422 0.7578
manual 0.2370 0.7630
autonomous 0.2334 0.7666
TermCosineDistance
automatically 0.3243 0.6757
automated 0.2311 0.7689
problematic 0.1998 0.8002
auto 0.1996 0.8004
diplomatic 0.1921 0.8079
manual 0.1893 0.8107
aquatic 0.1772 0.8228
electronic 0.1728 0.8272

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

Opposition candidates

TermCosinePolarity ΔScoreRelation
manual 0.1363 0.0474 0.12 weak opposition
TermCosinePolarity ΔScoreRelation
manual 0.2370 0.0516 0.17 weak opposition
TermCosinePolarity ΔScoreRelation
manual 0.1893 0.0241 0.12 weak opposition

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 automatic
Mistral 7B 1 automatic
Qwen3 8B 1 automatic

Sense inventory · WordNet measured

SynsetPOSDefinitionLemmas
automatic_rifle.n.01 noun light machine gun automatic rifle, machine rifle
automatic_pistol.n.01 noun a pistol that will keep firing until the ammunition is gone or the trigger is released automatic pistol
automatic.a.01 adjective operating with minimal human intervention; independent of external control n/a
automatic.s.01 adjective resembling the unthinking functioning of a machine automatonlike, machinelike, robotlike, robotic
automatic.s.02 adjective without volition or conscious control reflex, reflexive