efficiency

noun 2 senses

the ratio of the output to the input of any system

Story Show the data
English eficiencia efficacité 効率 效率
Qwen3 8B
DeepSeek V3
Mistral 7B

Lexical record · WordNet measured

the ratio of the output to the input of any system
2
0
1

Representation snapshot

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

// greatest deviation from median
dimension = d1665
value = -0.06598
median = -4e-05
z-score = -4.2197σ
absolute deviation = 0.06593
// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = -4e-05
median activation = -0.0003
std. deviation = 0.01181

// greatest deviation from median
dimension = d6642
value = 0.06018
median = -0.0003
z-score = 5.1197σ
absolute deviation = 0.06047
// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = -0.00019
median activation = -0.00051
std. deviation = 0.01562

// greatest deviation from median
dimension = d317
value = -0.05292
median = -0.00051
z-score = -3.3547σ
absolute deviation = 0.05241

Semantic proximity · cosine similarity

TermCosineDistance
efficiencies 0.1871 0.8129
efficient 0.1736 0.8264
efficiently 0.1721 0.8279
effectiveness 0.1599 0.8401
performance 0.1463 0.8537
transparency 0.1454 0.8546
sufficiency 0.1438 0.8562
frequency 0.1437 0.8563
TermCosineDistance
efficiencies 0.4743 0.5257
efficient 0.4374 0.5626
efficiently 0.3510 0.6490
sufficiency 0.3416 0.6584
inefficient 0.3119 0.6881
efficacy 0.3054 0.6946
effectiveness 0.3000 0.7000
accuracy 0.2964 0.7036
TermCosineDistance
efficient 0.3328 0.6672
deficiency 0.3035 0.6965
sufficiency 0.3025 0.6975
proficiency 0.2807 0.7193
effectiveness 0.2704 0.7296
efficiently 0.2605 0.7395
insufficiency 0.2604 0.7396
productivity 0.2381 0.7619

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

Opposition candidates

TermCosinePolarity ΔScoreRelation
inefficiency no vector in this build, so it cannot be ranked
TermCosinePolarity ΔScoreRelation
inefficiency no vector in this build, so it cannot be ranked
TermCosinePolarity ΔScoreRelation
inefficiency no vector in this build, so it cannot be ranked

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 efficiency
Mistral 7B 1 efficiency
Qwen3 8B 1 efficiency

Sense inventory · WordNet measured

SynsetPOSDefinitionLemmas
efficiency.n.01 noun the ratio of the output to the input of any system n/a
efficiency.n.02 noun skillfulness in avoiding wasted time and effort n/a