represent

verb 15 senses

take the place of or be parallel or equivalent to

Qwen3 8B
DeepSeek V3
Mistral 7B

Lexical record · WordNet measured

take the place of or be parallel or equivalent to
15
18
1

Representation snapshot

// qwen
dimension count = 4,096
vector norm = 1.0
mean activation = -2e-05
median activation = -0.00024
std. deviation = 0.01562

// greatest deviation from median
dimension = d1968
value = 0.05424
median = -0.00024
z-score = 3.4873σ
absolute deviation = 0.05449
// deepseek
dimension count = 7,168
vector norm = 1.0
mean activation = 0.00013
median activation = 5e-05
std. deviation = 0.01181

// greatest deviation from median
dimension = d6393
value = -0.07383
median = 5e-05
z-score = -6.2552σ
absolute deviation = 0.07388
// mistral
dimension count = 4,096
vector norm = 1.0
mean activation = 6e-05
median activation = 0.00018
std. deviation = 0.01562

// greatest deviation from median
dimension = d3277
value = 0.05352
median = 0.00018
z-score = 3.4139σ
absolute deviation = 0.05334

Semantic proximity · cosine similarity

TermCosineDistance
representable 0.7188 0.2812
represents 0.2898 0.7102
representing 0.2190 0.7810
represented 0.1906 0.8094
representation 0.1419 0.8581
existent 0.1329 0.8671
consider 0.1313 0.8687
correspondents 0.1306 0.8694
TermCosineDistance
representable 0.7677 0.2323
represents 0.6843 0.3157
representing 0.6597 0.3403
represented 0.5776 0.4224
representation 0.4136 0.5864
indicate 0.3257 0.6743
constitute 0.3252 0.6748
provide 0.3025 0.6975
TermCosineDistance
representable 0.8020 0.1980
represents 0.6223 0.3777
representing 0.5018 0.4982
represented 0.4625 0.5375
representation 0.2916 0.7084
reflect 0.2457 0.7543
representations 0.2310 0.7690
indicate 0.2252 0.7748

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

Opposition candidates

TermCosinePolarity ΔScoreRelation
prosecute no vector in this build, so it cannot be ranked
TermCosinePolarity ΔScoreRelation
prosecute no vector in this build, so it cannot be ranked
TermCosinePolarity ΔScoreRelation
prosecute 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 represent
Mistral 7B 1 represent
Qwen3 8B 1 represent

Sense inventory · WordNet measured

SynsetPOSDefinitionLemmas
represent.v.01 verb take the place of or be parallel or equivalent to stand for, correspond
typify.v.02 verb express indirectly by an image, form, or model; be a symbol typify, symbolize, symbolise, stand for
represent.v.03 verb be representative or typical for n/a
represent.v.04 verb be a delegate or spokesperson for; represent somebody's interest or be a proxy or substitute for, as of politicians and office holders representing their constituents, or of a tenant representing other tenants in a housing dispute n/a
represent.v.05 verb serve as a means of expressing something n/a
exemplify.v.01 verb be characteristic of exemplify
constitute.v.01 verb form or compose constitute, make up, comprise, be
defend.v.06 verb be the defense counsel for someone in a trial defend
represent.v.09 verb create an image or likeness of interpret
act.v.03 verb play a role or part act, play
stage.v.01 verb perform (a play), especially on a stage stage, present
represent.v.12 verb describe or present, usually with respect to a particular quality n/a
represent.v.13 verb point out or draw attention to in protest or remonstrance n/a
present.v.02 verb bring forward and present to the mind present, lay out
map.v.06 verb to establish a mapping (of mathematical elements or sets) map