implementation

noun 2 senses

the act of accomplishing some aim or executing some order

Qwen3 8B
DeepSeek V3
Mistral 7B

Lexical record · WordNet measured

the act of accomplishing some aim or executing some order
2
3
0

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = 6e-05
median activation = -6e-05
std. deviation = 0.01562

// greatest deviation from median
dimension = d1502
value = 0.0615
median = -6e-05
z-score = 3.94σ
absolute deviation = 0.06156
// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = n/a
median activation = -6e-05
std. deviation = 0.01181

// greatest deviation from median
dimension = d5729
value = -0.07926
median = -6e-05
z-score = -6.7053σ
absolute deviation = 0.0792
// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 7e-05
median activation = 0.00022
std. deviation = 0.01562

// greatest deviation from median
dimension = d3424
value = -0.05814
median = 0.00022
z-score = -3.7353σ
absolute deviation = 0.05836

Semantic proximity · cosine similarity

TermCosineDistance
implementations 0.2290 0.7710
implemented 0.1956 0.8044
installation 0.1585 0.8415
implementing 0.1535 0.8465
creation 0.1448 0.8552
implement 0.1431 0.8569
applications 0.1387 0.8613
construction 0.1316 0.8684
TermCosineDistance
implementations 0.6275 0.3725
implemented 0.4850 0.5150
implementing 0.4786 0.5214
implement 0.4152 0.5848
representation 0.3537 0.6463
interpretation 0.3399 0.6601
configuration 0.3203 0.6797
representations 0.3123 0.6877
TermCosineDistance
implement 0.3901 0.6099
implemented 0.3856 0.6144
implementations 0.3811 0.6189
implementing 0.3725 0.6275
installation 0.2631 0.7369
integration 0.2596 0.7404
execution 0.2418 0.7582
deployment 0.2375 0.7625

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 implementation
Mistral 7B 1 implementation
Qwen3 8B 1 implementation

Sense inventory · WordNet measured

SynsetPOSDefinitionLemmas
execution.n.06 noun the act of accomplishing some aim or executing some order execution, carrying out
implementation.n.02 noun the act of implementing (providing a practical means for accomplishing something); carrying into effect effectuation