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source_sentence
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gradient
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stony_0_1_1
stony
stony
adjective
0
1
1
Field interviews revealed a stony demeanor even when pressed for clarification.
[ { "position": 0, "word": "empathetic", "sentence": "Field interviews revealed an empathetic demeanor even when pressed for clarification." }, { "position": 0.25, "word": "warm", "sentence": "Field interviews revealed a warm demeanor even when pressed for clarification." }, { "pos...
empathetic
Field interviews revealed an empathetic demeanor even when pressed for clarification.
warm
Field interviews revealed a warm demeanor even when pressed for clarification.
reserved
Field interviews revealed a reserved demeanor even when pressed for clarification.
stoic
Field interviews revealed a stoic demeanor even when pressed for clarification.
stony
Field interviews revealed a stony demeanor even when pressed for clarification.
formal_logics_0_2_1
formal logics
formal_logics
adjective
0
2
1
The board followed formal protocol during the review.
[ { "position": 0, "word": "informal", "sentence": "The board followed informal protocol during the review." }, { "position": 0.25, "word": "casual", "sentence": "The board followed casual protocol during the review." }, { "position": 0.5, "word": "standard", "sentence": "T...
informal
The board followed informal protocol during the review.
casual
The board followed casual protocol during the review.
standard
The board followed standard protocol during the review.
official
The board followed official protocol during the review.
formal
The board followed formal protocol during the review.
luge_0_0_0
luge
luge
noun
0
0
0
The athlete carefully inspected the luge before the final run.
[ { "position": 0, "word": "bobsled", "sentence": "The athlete carefully inspected the bobsled before the final run." }, { "position": 0.25, "word": "sled", "sentence": "The athlete carefully inspected the sled before the final run." }, { "position": 0.5, "word": "sled", "s...
bobsled
The athlete carefully inspected the bobsled before the final run.
sled
The athlete carefully inspected the sled before the final run.
sled
The athlete carefully inspected the sled before the final run.
toboggan
The athlete carefully inspected the toboggan before the final run.
luge
The athlete carefully inspected the luge before the final run.
patterned_wallpaper_2_0_1
patterned wallpaper
patterned_wallpaper
verb
2
0
1
They pattern wallpaper to create a geometric motif.
[ { "position": 0, "word": "plain wallpaper", "sentence": "They plain wallpaper to create a geometric motif." }, { "position": 0.25, "word": "lightly patterned wallpaper", "sentence": "They lightly patterned wallpaper to create a geometric motif." }, { "position": 0.5, "word": ...
plain wallpaper
They plain wallpaper to create a geometric motif.
lightly patterned wallpaper
They lightly patterned wallpaper to create a geometric motif.
decorated wallpaper
They decorated wallpaper to create a geometric motif.
printed wallpaper
They printed wallpaper to create a geometric motif.
patterned wallpaper
They pattern wallpaper to create a geometric motif.
hf_0_0_0
hf
hf
noun
0
0
0
The HfO2 layer was deposited by atomic layer deposition.
[ { "position": 0, "word": "nonmetal", "sentence": "The nonmetal oxide layer was deposited by atomic layer deposition." }, { "position": 0.25, "word": "oxide", "sentence": "The oxide layer was deposited by atomic layer deposition." }, { "position": 0.5, "word": "metal oxide", ...
nonmetal
The nonmetal oxide layer was deposited by atomic layer deposition.
oxide
The oxide layer was deposited by atomic layer deposition.
metal oxide
The metal oxide layer was deposited by atomic layer deposition.
hafnium oxide
The hafnium oxide layer was deposited by atomic layer deposition.
Hf
The HfO2 layer was deposited by atomic layer deposition.
rigidifying_0_2_1
rigidifying
rigidifying
verb
0
2
1
The frame is rigidifying as it dries.
[ { "position": 0, "word": "softening", "sentence": "The frame is softening as it dries." }, { "position": 0.25, "word": "bending", "sentence": "The frame is bending as it dries." }, { "position": 0.5, "word": "setting", "sentence": "The frame is setting as it dries." }, ...
softening
The frame is softening as it dries.
bending
The frame is bending as it dries.
setting
The frame is setting as it dries.
stiffening
The frame is stiffening as it dries.
rigidifying
The frame is rigidifying as it dries.
dequeueing_0_0_0
dequeueing
dequeueing
noun
0
0
0
Dequeueing occurs when the scheduler removes the next task from the ready queue.
[ { "position": 0, "word": "enqueueing", "sentence": "Enqueueing occurs when the scheduler adds the next task to the ready queue." }, { "position": 0.25, "word": "queue insertion", "sentence": "Queue insertion occurs when the scheduler adds the next task to the ready queue." }, { "...
enqueueing
Enqueueing occurs when the scheduler adds the next task to the ready queue.
queue insertion
Queue insertion occurs when the scheduler adds the next task to the ready queue.
queue operation
Queue operation occurs when the scheduler handles the next task in the ready queue.
queue removal
Queue removal occurs when the scheduler removes the next task from the ready queue.
dequeueing
Dequeueing occurs when the scheduler removes the next task from the ready queue.
replicating_0_2_1
replicating
replicating
noun
0
2
1
Cloud storage often relies on data replication across regions.
[ { "position": 0, "word": "deletion", "sentence": "Cloud storage often relies on data deletion across regions." }, { "position": 0.25, "word": "removal", "sentence": "Cloud storage often relies on data removal across regions." }, { "position": 0.5, "word": "data copying", ...
deletion
Cloud storage often relies on data deletion across regions.
removal
Cloud storage often relies on data removal across regions.
data copying
Cloud storage often relies on data copying across regions.
data mirroring
Cloud storage often relies on data mirroring across regions.
replication
Cloud storage often relies on data replication across regions.
tijuana_0_0_1
tijuana
tijuana
noun
0
0
1
The city lies on the Pacific coast opposite San Diego.
[ { "position": 0, "word": "countryside", "sentence": "The countryside lies on the Pacific coast opposite San Diego." }, { "position": 0.25, "word": "small town", "sentence": "The small town lies on the Pacific coast opposite San Diego." }, { "position": 0.5, "word": "city", ...
countryside
The countryside lies on the Pacific coast opposite San Diego.
small town
The small town lies on the Pacific coast opposite San Diego.
city
The city lies on the Pacific coast opposite San Diego.
urban center
The urban center lies on the Pacific coast opposite San Diego.
Tijuana
Tijuana lies on the Pacific coast opposite San Diego.
leo_klejn_0_0_0
leo klejn
leo_klejn
noun
0
0
0
Leo Klejn wrote influential studies on archaeological theory and method.
[ { "position": 0, "word": "unknown figure", "sentence": "Unknown figure wrote influential studies on archaeological theory and method." }, { "position": 0.25, "word": "archaeological theorist", "sentence": "Archaeological theorist wrote influential studies on archaeological theory and met...
unknown figure
Unknown figure wrote influential studies on archaeological theory and method.
archaeological theorist
Archaeological theorist wrote influential studies on archaeological theory and method.
archaeologist
Archaeologist wrote influential studies on archaeological theory and method.
Leo Klein
Leo Klein wrote influential studies on archaeological theory and method.
Leo Klejn
Leo Klejn wrote influential studies on archaeological theory and method.
legal_compliance_1_0_1
legal compliance
legal_compliance
adjective
1
0
1
Corporate audits verify legal compliance across all units.
[ { "position": 0, "word": "illegal", "sentence": "Corporate audits verify illegal conduct across all units." }, { "position": 0.25, "word": "noncompliant", "sentence": "Corporate audits verify noncompliance across all units." }, { "position": 0.5, "word": "conforming", "se...
illegal
Corporate audits verify illegal conduct across all units.
noncompliant
Corporate audits verify noncompliance across all units.
conforming
Corporate audits verify conforming practices across all units.
compliant
Corporate audits verify compliant practices across all units.
lawful
Corporate audits verify lawful compliance across all units.
sponges_0_1_1
sponges
sponges
noun
0
1
1
Synthetic sponges can degrade and shed microplastics.
[ { "position": 0, "word": "dry cloth", "sentence": "Synthetic dry cloth can degrade and shed microplastics." }, { "position": 0.25, "word": "nonabsorbent material", "sentence": "Synthetic nonabsorbent material can degrade and shed microplastics." }, { "position": 0.5, "word": ...
dry cloth
Synthetic dry cloth can degrade and shed microplastics.
nonabsorbent material
Synthetic nonabsorbent material can degrade and shed microplastics.
cleaning pad
Synthetic cleaning pad can degrade and shed microplastics.
absorbent pad
Synthetic absorbent pad can degrade and shed microplastics.
sponges
Synthetic sponges can degrade and shed microplastics.
linguistic_archaism_1_1_0
linguistic archaism
linguistic_archaism
noun
1
1
0
The author uses archaism to evoke medieval atmosphere in narrative.
[ { "position": 0, "word": "contemporary usage", "sentence": "The author uses contemporary usage to evoke medieval atmosphere in narrative." }, { "position": 0.25, "word": "modern diction", "sentence": "The author uses modern diction to evoke medieval atmosphere in narrative." }, { ...
contemporary usage
The author uses contemporary usage to evoke medieval atmosphere in narrative.
modern diction
The author uses modern diction to evoke medieval atmosphere in narrative.
neutral diction
The author uses neutral diction to evoke medieval atmosphere in narrative.
stylistic archaism
The author uses stylistic archaism to evoke medieval atmosphere in narrative.
linguistic archaism
The author uses linguistic archaism to evoke medieval atmosphere in narrative.
bayonet_charge_0_0_1
bayonet charge
bayonet_charge
noun
0
0
1
Accounts of the battle emphasize the shock effect of the bayonet charge.
[ { "position": 0, "word": "defensive stance", "sentence": "Accounts of the battle emphasize the shock effect of the defensive stance." }, { "position": 0.25, "word": "infantry advance", "sentence": "Accounts of the battle emphasize the shock effect of the infantry advance." }, { "...
defensive stance
Accounts of the battle emphasize the shock effect of the defensive stance.
infantry advance
Accounts of the battle emphasize the shock effect of the infantry advance.
infantry assault
Accounts of the battle emphasize the shock effect of the infantry assault.
bayonet assault
Accounts of the battle emphasize the shock effect of the bayonet assault.
bayonet charge
Accounts of the battle emphasize the shock effect of the bayonet charge.
swallowtails_0_0_1
swallowtails
swallowtails
noun
0
0
1
Tiger swallowtails are common in North American temperate habitats.
[ { "position": 0, "word": "moths", "sentence": "Tiger moths are common in North American temperate habitats." }, { "position": 0.25, "word": "butterflies", "sentence": "Tiger butterflies are common in North American temperate habitats." }, { "position": 0.5, "word": "papilioni...
moths
Tiger moths are common in North American temperate habitats.
butterflies
Tiger butterflies are common in North American temperate habitats.
papilionids
Tiger papilionids are common in North American temperate habitats.
swallowtail butterflies
Tiger swallowtail butterflies are common in North American temperate habitats.
swallowtails
Tiger swallowtails are common in North American temperate habitats.
foals_0_0_0
foals
foals
noun
0
0
0
In equine developmental studies, foals are observed for growth rates from birth to weaning.
[ { "position": 0, "word": "adult horse", "sentence": "In equine developmental studies, adult horses are observed for growth rates from birth to weaning." }, { "position": 0.25, "word": "young horse", "sentence": "In equine developmental studies, young horses are observed for growth rates ...
adult horse
In equine developmental studies, adult horses are observed for growth rates from birth to weaning.
young horse
In equine developmental studies, young horses are observed for growth rates from birth to weaning.
horse
In equine developmental studies, horses are observed for growth rates from birth to weaning.
horse offspring
In equine developmental studies, horse offspring are observed for growth rates from birth to weaning.
foals
In equine developmental studies, foals are observed for growth rates from birth to weaning.
text_change_0_3_0
text change
text_change
noun
0
3
0
The editor submitted a text change request for clearer definitions.
[ { "position": 0, "word": "no change", "sentence": "The editor submitted a no change request for clearer definitions." }, { "position": 0.25, "word": "minor edit", "sentence": "The editor submitted a minor edit request for clearer definitions." }, { "position": 0.5, "word": "r...
no change
The editor submitted a no change request for clearer definitions.
minor edit
The editor submitted a minor edit request for clearer definitions.
revision request
The editor submitted a revision request for clearer definitions.
change request
The editor submitted a change request for clearer definitions.
text change
The editor submitted a text change request for clearer definitions.
fools_1_0_1
fools
fools
verb
1
0
1
Advertisers often fool consumers with exaggerated or unsupported claims.
[ { "position": 0, "word": "inform", "sentence": "Advertisers often inform consumers with exaggerated or unsupported claims." }, { "position": 0.25, "word": "mislead", "sentence": "Advertisers often mislead consumers with exaggerated or unsupported claims." }, { "position": 0.5, ...
inform
Advertisers often inform consumers with exaggerated or unsupported claims.
mislead
Advertisers often mislead consumers with exaggerated or unsupported claims.
influence
Advertisers often influence consumers with exaggerated or unsupported claims.
trick
Advertisers often trick consumers with exaggerated or unsupported claims.
fool
Advertisers often fool consumers with exaggerated or unsupported claims.
tackle_box_0_0_1
tackle box
tackle_box
noun
0
0
1
In the field study, researchers used a tackle box to organize sampling gear.
[ { "position": 0, "word": "empty box", "sentence": "In the field study, researchers used an empty box to organize sampling gear." }, { "position": 0.25, "word": "unstocked container", "sentence": "In the field study, researchers used an unstocked container to organize sampling gear." },...
empty box
In the field study, researchers used an empty box to organize sampling gear.
unstocked container
In the field study, researchers used an unstocked container to organize sampling gear.
storage container
In the field study, researchers used a storage container to organize sampling gear.
tackle case
In the field study, researchers used a tackle case to organize sampling gear.
tackle box
In the field study, researchers used a tackle box to organize sampling gear.
armed_faction_0_1_1
armed faction
armed_faction
noun
0
1
1
Negotiators insisted that the armed factions be brought under a unified command before elections could be held.
[ { "position": 0, "word": "civil society group", "sentence": "Negotiators insisted that the civil society groups be brought under a unified command before elections could be held." }, { "position": 0.25, "word": "political wing", "sentence": "Negotiators insisted that the political wings ...
civil society group
Negotiators insisted that the civil society groups be brought under a unified command before elections could be held.
political wing
Negotiators insisted that the political wings be brought under a unified command before elections could be held.
organized faction
Negotiators insisted that the organized factions be brought under a unified command before elections could be held.
paramilitary wing
Negotiators insisted that the paramilitary wings be brought under a unified command before elections could be held.
armed faction
Negotiators insisted that the armed factions be brought under a unified command before elections could be held.
accompanier_0_0_0
accompanier
accompanier
noun
0
0
0
The accompanier adjusted the tempo to match the singer's phrasing.
[ { "position": 0, "word": "leader", "sentence": "The leader adjusted the tempo to match the singer's phrasing." }, { "position": 0.25, "word": "supervisor", "sentence": "The supervisor adjusted the tempo to match the singer's phrasing." }, { "position": 0.5, "word": "partner",...
leader
The leader adjusted the tempo to match the singer's phrasing.
supervisor
The supervisor adjusted the tempo to match the singer's phrasing.
partner
The partner adjusted the tempo to match the singer's phrasing.
companion
The companion adjusted the tempo to match the singer's phrasing.
accompanier
The accompanier adjusted the tempo to match the singer's phrasing.
operational_capacity_0_1_0
operational capacity
operational_capacity
adjective
0
1
0
Hospitals monitor operational capacity to plan bed use.
[ { "position": 0, "word": "unusable", "sentence": "Hospitals monitor unusable capacity to plan bed use." }, { "position": 0.25, "word": "unavailable", "sentence": "Hospitals monitor unavailable capacity to plan bed use." }, { "position": 0.5, "word": "usable", "sentence": ...
unusable
Hospitals monitor unusable capacity to plan bed use.
unavailable
Hospitals monitor unavailable capacity to plan bed use.
usable
Hospitals monitor usable capacity to plan bed use.
ready
Hospitals monitor ready capacity to plan bed use.
operational
Hospitals monitor operational capacity to plan bed use.
central_topic_1_1_1
central topic
central_topic
noun
1
1
1
Students should state the central topic in their thesis.
[ { "position": 0, "word": "unrelated topic", "sentence": "Students should state the unrelated topic in their thesis." }, { "position": 0.25, "word": "side topic", "sentence": "Students should state the side topic in their thesis." }, { "position": 0.5, "word": "main point", ...
unrelated topic
Students should state the unrelated topic in their thesis.
side topic
Students should state the side topic in their thesis.
main point
Students should state the main point in their thesis.
core idea
Students should state the core idea in their thesis.
central topic
Students should state the central topic in their thesis.
provenance_0_0_0
provenance
provenance
noun
0
0
0
The artifact's provenance traces its origin from maker to current custodian.
[ { "position": 0, "word": "unknown origin", "sentence": "The artifact's unknown origin traces its origin from maker to current custodian." }, { "position": 0.25, "word": "unclear source", "sentence": "The artifact's unclear source traces its origin from maker to current custodian." }, ...
unknown origin
The artifact's unknown origin traces its origin from maker to current custodian.
unclear source
The artifact's unclear source traces its origin from maker to current custodian.
origin
The artifact's origin traces its origin from maker to current custodian.
source
The artifact's source traces its origin from maker to current custodian.
provenance
The artifact's provenance traces its origin from maker to current custodian.
boeotian_1_0_0
boeotian
boeotian
adjective
1
0
0
Scholars compare Boeotian architecture with Attic traditions.
[ { "position": 0, "word": "Attic", "sentence": "Scholars compare Attic architecture with Attic traditions." }, { "position": 0.25, "word": "non-Boeotian", "sentence": "Scholars compare non-Boeotian architecture with Attic traditions." }, { "position": 0.5, "word": "regional", ...
Attic
Scholars compare Attic architecture with Attic traditions.
non-Boeotian
Scholars compare non-Boeotian architecture with Attic traditions.
regional
Scholars compare regional architecture with Attic traditions.
provincial
Scholars compare provincial architecture with Attic traditions.
Boeotian
Scholars compare Boeotian architecture with Attic traditions.
ammonites_0_0_1
ammonites
ammonites
noun
0
0
1
The museum’s Jurassic gallery contains several exceptionally well‑preserved ammonites.
[ { "position": 0, "word": "extant cephalopods", "sentence": "The museum’s Jurassic gallery contains several exceptionally well‑preserved extant cephalopods." }, { "position": 0.25, "word": "nautiluses", "sentence": "The museum’s Jurassic gallery contains several exceptionally well‑preserv...
extant cephalopods
The museum’s Jurassic gallery contains several exceptionally well‑preserved extant cephalopods.
nautiluses
The museum’s Jurassic gallery contains several exceptionally well‑preserved nautiluses.
marine mollusks
The museum’s Jurassic gallery contains several exceptionally well‑preserved marine mollusks.
fossil cephalopods
The museum’s Jurassic gallery contains several exceptionally well‑preserved fossil cephalopods.
ammonites
The museum’s Jurassic gallery contains several exceptionally well‑preserved ammonites.
quaternity_0_0_0
quaternity
quaternity
noun
0
0
0
The quaternity of elements forms a symbolic framework.
[ { "position": 0, "word": "oneness", "sentence": "The oneness of elements forms a symbolic framework." }, { "position": 0.25, "word": "duality", "sentence": "The duality of elements forms a symbolic framework." }, { "position": 0.5, "word": "pairing", "sentence": "The pair...
oneness
The oneness of elements forms a symbolic framework.
duality
The duality of elements forms a symbolic framework.
pairing
The pairing of elements forms a symbolic framework.
tetrad
The tetrad of elements forms a symbolic framework.
quaternity
The quaternity of elements forms a symbolic framework.
katanga_0_1_0
katanga
katanga
noun
0
1
0
The short-lived Katanga was recognized by only a few states during the Congo Crisis.
[ { "position": 0, "word": "Congolese central state", "sentence": "The short-lived Congolese central state was recognized by only a few states during the Congo Crisis." }, { "position": 0.25, "word": "Congolese government", "sentence": "The short-lived Congolese government was recognized b...
Congolese central state
The short-lived Congolese central state was recognized by only a few states during the Congo Crisis.
Congolese government
The short-lived Congolese government was recognized by only a few states during the Congo Crisis.
Congo administration
The short-lived Congo administration was recognized by only a few states during the Congo Crisis.
Katanga secession
The short-lived Katanga secession was recognized by only a few states during the Congo Crisis.
Katanga
The short-lived Katanga was recognized by only a few states during the Congo Crisis.
quilted_0_1_0
quilted
quilted
verb
0
1
0
The jacket was quilted to improve warmth and texture.
[ { "position": 0, "word": "unlined", "sentence": "The jacket was unlined to improve warmth and texture." }, { "position": 0.25, "word": "plain", "sentence": "The jacket was plain to improve warmth and texture." }, { "position": 0.5, "word": "finished", "sentence": "The jac...
unlined
The jacket was unlined to improve warmth and texture.
plain
The jacket was plain to improve warmth and texture.
finished
The jacket was finished to improve warmth and texture.
stitched
The jacket was stitched to improve warmth and texture.
quilted
The jacket was quilted to improve warmth and texture.
historical_timeline_0_2_1
historical timeline
historical_timeline
adjective
0
2
1
Educators teach about historical achievements to inspire students.
[ { "position": 0, "word": "insignificant", "sentence": "Educators teach about insignificant achievements to inspire students." }, { "position": 0.25, "word": "minor", "sentence": "Educators teach about minor achievements to inspire students." }, { "position": 0.5, "word": "not...
insignificant
Educators teach about insignificant achievements to inspire students.
minor
Educators teach about minor achievements to inspire students.
notable
Educators teach about notable achievements to inspire students.
significant
Educators teach about significant achievements to inspire students.
historical
Educators teach about historical achievements to inspire students.
prolonged_duration_0_0_1
prolonged duration
prolonged_duration
adjective
0
0
1
During the experiment, a prolonged duration allowed accurate measurements.
[ { "position": 0, "word": "brief duration", "sentence": "During the experiment, a brief duration allowed accurate measurements." }, { "position": 0.25, "word": "short duration", "sentence": "During the experiment, a short duration allowed accurate measurements." }, { "position": 0...
brief duration
During the experiment, a brief duration allowed accurate measurements.
short duration
During the experiment, a short duration allowed accurate measurements.
moderate duration
During the experiment, a moderate duration allowed accurate measurements.
extended duration
During the experiment, an extended duration allowed accurate measurements.
prolonged duration
During the experiment, a prolonged duration allowed accurate measurements.
overridden_1_2_0
overridden
overridden
adjective
1
2
0
The court decision was overridden by subsequent legislation.
[ { "position": 0, "word": "upheld", "sentence": "The court decision was upheld by subsequent legislation." }, { "position": 0.25, "word": "maintained", "sentence": "The court decision was maintained by subsequent legislation." }, { "position": 0.5, "word": "unaffected", "s...
upheld
The court decision was upheld by subsequent legislation.
maintained
The court decision was maintained by subsequent legislation.
unaffected
The court decision was unaffected by subsequent legislation.
superseded
The court decision was superseded by subsequent legislation.
overridden
The court decision was overridden by subsequent legislation.
rebel_commander_0_1_1
rebel commander
rebel_commander
noun
0
1
1
The case study presents the rebel commander coordinating resources under pressure.
[ { "position": 0, "word": "real-world counterpart", "sentence": "The case study presents the real-world counterpart coordinating resources under pressure." }, { "position": 0.25, "word": "authentic leader", "sentence": "The case study presents the authentic leader coordinating resources u...
real-world counterpart
The case study presents the real-world counterpart coordinating resources under pressure.
authentic leader
The case study presents the authentic leader coordinating resources under pressure.
fictional example
The case study presents the fictional example coordinating resources under pressure.
fictional rebel leader
The case study presents the fictional rebel leader coordinating resources under pressure.
rebel commander
The case study presents the rebel commander coordinating resources under pressure.
nebulous_0_0_0
nebulous
nebulous
adjective
0
0
0
The nebulous framing of the hypothesis hindered interpretation.
[ { "position": 0, "word": "precise", "sentence": "The precise framing of the hypothesis hindered interpretation." }, { "position": 0.25, "word": "specific", "sentence": "The specific framing of the hypothesis hindered interpretation." }, { "position": 0.5, "word": "indefinite"...
precise
The precise framing of the hypothesis hindered interpretation.
specific
The specific framing of the hypothesis hindered interpretation.
indefinite
The indefinite framing of the hypothesis hindered interpretation.
vague
The vague framing of the hypothesis hindered interpretation.
nebulous
The nebulous framing of the hypothesis hindered interpretation.
evilness_0_0_1
evilness
evilness
noun
0
0
1
Historical narratives examine the cultural construction of evilness across societies.
[ { "position": 0, "word": "goodness", "sentence": "Historical narratives examine the cultural construction of goodness across societies." }, { "position": 0.25, "word": "immorality", "sentence": "Historical narratives examine the cultural construction of immorality across societies." },...
goodness
Historical narratives examine the cultural construction of goodness across societies.
immorality
Historical narratives examine the cultural construction of immorality across societies.
morality
Historical narratives examine the cultural construction of morality across societies.
wickedness
Historical narratives examine the cultural construction of wickedness across societies.
evilness
Historical narratives examine the cultural construction of evilness across societies.
nuked_1_1_0
nuked
nuked
adjective
1
1
0
The proposal was nuked by the funding agency.
[ { "position": 0, "word": "intact", "sentence": "The proposal was intact by the funding agency." }, { "position": 0.25, "word": "damaged", "sentence": "The proposal was damaged by the funding agency." }, { "position": 0.5, "word": "scuttled", "sentence": "The proposal was ...
intact
The proposal was intact by the funding agency.
damaged
The proposal was damaged by the funding agency.
scuttled
The proposal was scuttled by the funding agency.
devastated
The proposal was devastated by the funding agency.
nuked
The proposal was nuked by the funding agency.
heavy_precipitation_1_0_1
heavy precipitation
heavy_precipitation
noun
1
0
1
Travel was disrupted by heavy precipitation across the region.
[ { "position": 0, "word": "drizzle", "sentence": "Travel was disrupted by drizzle across the region." }, { "position": 0.25, "word": "light precipitation", "sentence": "Travel was disrupted by light precipitation across the region." }, { "position": 0.5, "word": "rainfall", ...
drizzle
Travel was disrupted by drizzle across the region.
light precipitation
Travel was disrupted by light precipitation across the region.
rainfall
Travel was disrupted by rainfall across the region.
heavy rain
Travel was disrupted by heavy rain across the region.
heavy precipitation
Travel was disrupted by heavy precipitation across the region.
physical_impairment_0_2_1
physical impairment
physical_impairment
noun
0
2
1
Researchers argue that physical impairment and disability should not be treated as synonymous concepts.
[ { "position": 0, "word": "social barrier", "sentence": "Researchers argue that social barrier and disability should not be treated as synonymous concepts." }, { "position": 0.25, "word": "environmental barrier", "sentence": "Researchers argue that environmental barrier and disability sho...
social barrier
Researchers argue that social barrier and disability should not be treated as synonymous concepts.
environmental barrier
Researchers argue that environmental barrier and disability should not be treated as synonymous concepts.
functional limitation
Researchers argue that functional limitation and disability should not be treated as synonymous concepts.
somatic impairment
Researchers argue that somatic impairment and disability should not be treated as synonymous concepts.
bodily dimension of disability
Researchers argue that bodily dimension of disability and disability should not be treated as synonymous concepts.
lantana_0_1_1
lantana
lantana
noun
0
1
1
Cultivars of lantana are used for attractive borders.
[ { "position": 0, "word": "weed", "sentence": "Cultivars of weed are used for attractive borders." }, { "position": 0.25, "word": "wild plant", "sentence": "Cultivars of wild plant are used for attractive borders." }, { "position": 0.5, "word": "border plant", "sentence": ...
weed
Cultivars of weed are used for attractive borders.
wild plant
Cultivars of wild plant are used for attractive borders.
border plant
Cultivars of border plant are used for attractive borders.
ornamental plant
Cultivars of ornamental plant are used for attractive borders.
lantana
Cultivars of lantana are used for attractive borders.
braunschweig_0_2_1
braunschweig
braunschweig
noun
0
2
1
Braunschweig is renowned for its historic football club Eintracht Braunschweig.
[ { "position": 0, "word": "non-Braunschweig", "sentence": "Non-Braunschweig is renowned for its historic football club Eintracht Braunschweig." }, { "position": 0.25, "word": "Braunschweig-related", "sentence": "Braunschweig-related is renowned for its historic football club Eintracht Bra...
non-Braunschweig
Non-Braunschweig is renowned for its historic football club Eintracht Braunschweig.
Braunschweig-related
Braunschweig-related is renowned for its historic football club Eintracht Braunschweig.
Braunschweig area
Braunschweig area is renowned for its historic football club Eintracht Braunschweig.
Braunschweig institutions
Braunschweig institutions is renowned for its historic football club Eintracht Braunschweig.
Braunschweig
Braunschweig is renowned for its historic football club Eintracht Braunschweig.
manufactured_good_0_1_0
manufactured good
manufactured_good
adjective
0
1
0
The study warned against relying on manufactured data to support conclusions.
[ { "position": 0, "word": "genuine", "sentence": "The study warned against relying on genuine data to support conclusions." }, { "position": 0.25, "word": "authentic", "sentence": "The study warned against relying on authentic data to support conclusions." }, { "position": 0.5, ...
genuine
The study warned against relying on genuine data to support conclusions.
authentic
The study warned against relying on authentic data to support conclusions.
independent
The study warned against relying on independent data to support conclusions.
synthetic
The study warned against relying on synthetic data to support conclusions.
manufactured
The study warned against relying on manufactured data to support conclusions.
gideon_0_0_0
gideon
gideon
noun
0
0
0
Gideon is a common given name in English-speaking countries.
[ { "position": 0, "word": "surname", "sentence": "Surname is a common family name in English-speaking countries." }, { "position": 0.25, "word": "family name", "sentence": "Family name is a common family name in English-speaking countries." }, { "position": 0.5, "word": "name"...
surname
Surname is a common family name in English-speaking countries.
family name
Family name is a common family name in English-speaking countries.
name
Name is a common given name in English-speaking countries.
forename
Forename is a common given name in English-speaking countries.
Gideon
Gideon is a common given name in English-speaking countries.
physics_based_0_0_1
physics based
physics_based
noun
0
0
1
The physics based approach contrasts with empirical fitting methods.
[ { "position": 0, "word": "empirical method", "sentence": "The empirical method approach contrasts with empirical fitting methods." }, { "position": 0.25, "word": "data driven model", "sentence": "The data driven model approach contrasts with empirical fitting methods." }, { "posi...
empirical method
The empirical method approach contrasts with empirical fitting methods.
data driven model
The data driven model approach contrasts with empirical fitting methods.
framework
The framework approach contrasts with empirical fitting methods.
mechanistic model
The mechanistic model approach contrasts with empirical fitting methods.
physics model
The physics model approach contrasts with empirical fitting methods.
scalar_speed_1_2_1
scalar speed
scalar_speed
noun
1
2
1
Practice problems compare scalar speed with velocity in straight line motion.
[ { "position": 0, "word": "velocity", "sentence": "Practice problems compare velocity with scalar speed in straight line motion." }, { "position": 0.25, "word": "directional velocity", "sentence": "Practice problems compare directional velocity with scalar speed in straight line motion." ...
velocity
Practice problems compare velocity with scalar speed in straight line motion.
directional velocity
Practice problems compare directional velocity with scalar speed in straight line motion.
rate of motion
Practice problems compare rate of motion with velocity in straight line motion.
speed magnitude
Practice problems compare speed magnitude with velocity in straight line motion.
scalar speed
Practice problems compare scalar speed with velocity in straight line motion.
counterfeiters_0_1_1
counterfeiters
counterfeiters
noun
0
1
1
Document verification technologies reduce the success of document counterfeiters.
[ { "position": 0, "word": "legitimate issuers", "sentence": "Document verification technologies reduce the success of document legitimate issuers." }, { "position": 0.25, "word": "authorized issuers", "sentence": "Document verification technologies reduce the success of document authorize...
legitimate issuers
Document verification technologies reduce the success of document legitimate issuers.
authorized issuers
Document verification technologies reduce the success of document authorized issuers.
document handlers
Document verification technologies reduce the success of document handlers.
document forgers
Document verification technologies reduce the success of document forgers.
counterfeiters
Document verification technologies reduce the success of document counterfeiters.
accursed_3_0_0
accursed
accursed
interjection
3
0
0
Accursed be the thief who stole the manuscript.
[ { "position": 0, "word": "blessed", "sentence": "Blessed be the thief who stole the manuscript." }, { "position": 0.25, "word": "fortunate", "sentence": "Fortunate be the thief who stole the manuscript." }, { "position": 0.5, "word": "fated", "sentence": "Fated be the thi...
blessed
Blessed be the thief who stole the manuscript.
fortunate
Fortunate be the thief who stole the manuscript.
fated
Fated be the thief who stole the manuscript.
damned
Damned be the thief who stole the manuscript.
accursed
Accursed be the thief who stole the manuscript.
intercity_bus_0_1_1
intercity bus
intercity_bus
noun
0
1
1
Ridership on the intercity bus route increased after the operator introduced online ticketing.
[ { "position": 0, "word": "local bus route", "sentence": "Ridership on the local bus route increased after the operator introduced online ticketing." }, { "position": 0.25, "word": "suburban bus route", "sentence": "Ridership on the suburban bus route increased after the operator introduc...
local bus route
Ridership on the local bus route increased after the operator introduced online ticketing.
suburban bus route
Ridership on the suburban bus route increased after the operator introduced online ticketing.
regional bus service
Ridership on the regional bus service increased after the operator introduced online ticketing.
coach service
Ridership on the coach service increased after the operator introduced online ticketing.
intercity bus service
Ridership on the intercity bus service increased after the operator introduced online ticketing.
ignorances_0_2_0
ignorances
ignorances
noun
0
2
0
Scholars catalog ignorances across disciplines to guide curriculum reform.
[ { "position": 0, "word": "knowledge", "sentence": "Scholars catalog knowledge across disciplines to guide curriculum reform." }, { "position": 0.25, "word": "understanding", "sentence": "Scholars catalog understanding across disciplines to guide curriculum reform." }, { "position...
knowledge
Scholars catalog knowledge across disciplines to guide curriculum reform.
understanding
Scholars catalog understanding across disciplines to guide curriculum reform.
blind spots
Scholars catalog blind spots across disciplines to guide curriculum reform.
ignorances
Scholars catalog ignorances across disciplines to guide curriculum reform.
ignorances
Scholars catalog ignorances across disciplines to guide curriculum reform.
deviousness_0_2_0
deviousness
deviousness
noun
0
2
0
The deviousness of the road map increased travel time for fieldwork.
[ { "position": 0, "word": "directness", "sentence": "The directness of the road map increased travel time for fieldwork." }, { "position": 0.25, "word": "straightness", "sentence": "The straightness of the road map increased travel time for fieldwork." }, { "position": 0.5, "w...
directness
The directness of the road map increased travel time for fieldwork.
straightness
The straightness of the road map increased travel time for fieldwork.
curviness
The curviness of the road map increased travel time for fieldwork.
circuitousness
The circuitousness of the road map increased travel time for fieldwork.
tortuosity
The tortuosity of the road map increased travel time for fieldwork.
newspaperman_0_1_1
newspaperman
newspaperman
noun
0
1
1
As a newspaperman, he supervised composition and proofing for the edition.
[ { "position": 0, "word": "nonproduction worker", "sentence": "As a nonproduction worker, he supervised composition and proofing for the edition." }, { "position": 0.25, "word": "office clerk", "sentence": "As an office clerk, he supervised composition and proofing for the edition." }, ...
nonproduction worker
As a nonproduction worker, he supervised composition and proofing for the edition.
office clerk
As an office clerk, he supervised composition and proofing for the edition.
editor
As an editor, he supervised composition and proofing for the edition.
pressman
As a pressman, he supervised composition and proofing for the edition.
newspaperman
As a newspaperman, he supervised composition and proofing for the edition.
unicorns_0_0_1
unicorns
unicorns
noun
0
0
1
Literary depictions often treat unicorns as elusive, virtuous beings.
[ { "position": 0, "word": "ordinary horses", "sentence": "Literary depictions often treat ordinary horses as elusive, virtuous beings." }, { "position": 0.25, "word": "real horses", "sentence": "Literary depictions often treat real horses as elusive, virtuous beings." }, { "positi...
ordinary horses
Literary depictions often treat ordinary horses as elusive, virtuous beings.
real horses
Literary depictions often treat real horses as elusive, virtuous beings.
horses
Literary depictions often treat horses as elusive, virtuous beings.
legendary beasts
Literary depictions often treat legendary beasts as elusive, virtuous beings.
unicorns
Literary depictions often treat unicorns as elusive, virtuous beings.
distantness_0_0_0
distantness
distantness
noun
0
0
0
The novel emphasizes the distantness of the mountain villages from the capital.
[ { "position": 0, "word": "closeness", "sentence": "The novel emphasizes the closeness of the mountain villages to the capital." }, { "position": 0.25, "word": "proximity", "sentence": "The novel emphasizes the proximity of the mountain villages to the capital." }, { "position": 0...
closeness
The novel emphasizes the closeness of the mountain villages to the capital.
proximity
The novel emphasizes the proximity of the mountain villages to the capital.
distance
The novel emphasizes the distance of the mountain villages from the capital.
remoteness
The novel emphasizes the remoteness of the mountain villages from the capital.
distantness
The novel emphasizes the distantness of the mountain villages from the capital.
servos_0_1_1
servos
servos
noun
0
1
1
Positioning accuracy improves with high resolution sensors in servomotors.
[ { "position": 0, "word": "manual actuator", "sentence": "Positioning accuracy improves with high resolution sensors in manual actuators." }, { "position": 0.25, "word": "basic actuator", "sentence": "Positioning accuracy improves with high resolution sensors in basic actuators." }, {...
manual actuator
Positioning accuracy improves with high resolution sensors in manual actuators.
basic actuator
Positioning accuracy improves with high resolution sensors in basic actuators.
actuator
Positioning accuracy improves with high resolution sensors in actuators.
servomotor
Positioning accuracy improves with high resolution sensors in servomotors.
servos
Positioning accuracy improves with high resolution sensors in servos.
exact_amount_0_1_1
exact amount
exact_amount
adjective
0
1
1
The teacher asked for the exact amount so the example would be correct.
[ { "position": 0, "word": "approximate", "sentence": "The teacher asked for the approximate amount so the example would be correct." }, { "position": 0.25, "word": "rough", "sentence": "The teacher asked for the rough amount so the example would be correct." }, { "position": 0.5, ...
approximate
The teacher asked for the approximate amount so the example would be correct.
rough
The teacher asked for the rough amount so the example would be correct.
definite
The teacher asked for the definite amount so the example would be correct.
precise
The teacher asked for the precise amount so the example would be correct.
exact
The teacher asked for the exact amount so the example would be correct.
cootie_0_1_0
cootie
cootie
noun
0
1
0
In school culture, cootie is used to describe someone believed to carry germs.
[ { "position": 0, "word": "healthy person", "sentence": "In school culture, healthy person is used to describe someone believed to carry germs." }, { "position": 0.25, "word": "clean person", "sentence": "In school culture, clean person is used to describe someone believed to carry germs....
healthy person
In school culture, healthy person is used to describe someone believed to carry germs.
clean person
In school culture, clean person is used to describe someone believed to carry germs.
person
In school culture, person is used to describe someone believed to carry germs.
germ carrier
In school culture, germ carrier is used to describe someone believed to carry germs.
cootie
In school culture, cootie is used to describe someone believed to carry germs.
chess_move_0_1_1
chess move
chess_move
noun
0
1
1
Explain why the move supports the intended plan in the puzzle.
[ { "position": 0, "word": "inaction", "sentence": "Explain why the inaction supports the intended plan in the puzzle." }, { "position": 0.25, "word": "pause", "sentence": "Explain why the pause supports the intended plan in the puzzle." }, { "position": 0.5, "word": "step", ...
inaction
Explain why the inaction supports the intended plan in the puzzle.
pause
Explain why the pause supports the intended plan in the puzzle.
step
Explain why the step supports the intended plan in the puzzle.
play
Explain why the play supports the intended plan in the puzzle.
chess move
Explain why the chess move supports the intended plan in the puzzle.
trivializing_0_1_0
trivializing
trivializing
noun
0
1
0
The study notes the trivializing trend in media coverage of scientific topics.
[ { "position": 0, "word": "contextualization", "sentence": "The study notes the contextualization trend in media coverage of scientific topics." }, { "position": 0.25, "word": "nuance", "sentence": "The study notes the nuance trend in media coverage of scientific topics." }, { "po...
contextualization
The study notes the contextualization trend in media coverage of scientific topics.
nuance
The study notes the nuance trend in media coverage of scientific topics.
simplification
The study notes the simplification trend in media coverage of scientific topics.
oversimplification
The study notes the oversimplification trend in media coverage of scientific topics.
trivializing
The study notes the trivializing trend in media coverage of scientific topics.
bettering_1_1_1
bettering
bettering
verb
1
1
1
The method bettered rivals in accuracy.
[ { "position": 0, "word": "underperforming", "sentence": "The method underperformed rivals in accuracy." }, { "position": 0.25, "word": "lagging", "sentence": "The method lagged behind rivals in accuracy." }, { "position": 0.5, "word": "matching", "sentence": "The method m...
underperforming
The method underperformed rivals in accuracy.
lagging
The method lagged behind rivals in accuracy.
matching
The method matched rivals in accuracy.
surpassing
The method surpassed rivals in accuracy.
bettering
The method bettered rivals in accuracy.
merit_scholarship_0_1_1
merit scholarship
merit_scholarship
noun
0
1
1
Each merit scholarship has distinct eligibility requirements and renewal conditions.
[ { "position": 0, "word": "need-based aid", "sentence": "Each need-based aid has distinct eligibility requirements and renewal conditions." }, { "position": 0.25, "word": "means-tested grant", "sentence": "Each means-tested grant has distinct eligibility requirements and renewal condition...
need-based aid
Each need-based aid has distinct eligibility requirements and renewal conditions.
means-tested grant
Each means-tested grant has distinct eligibility requirements and renewal conditions.
student financial award
Each student financial award has distinct eligibility requirements and renewal conditions.
merit-based award
Each merit-based award has distinct eligibility requirements and renewal conditions.
merit scholarship
Each merit scholarship has distinct eligibility requirements and renewal conditions.
dairy_processing_0_0_0
dairy processing
dairy_processing
noun
0
0
0
Standard dairy processing procedures ensure product safety and quality.
[ { "position": 0, "word": "raw milk handling", "sentence": "Standard raw milk handling procedures ensure product safety and quality." }, { "position": 0.25, "word": "basic milk handling", "sentence": "Standard basic milk handling procedures ensure product safety and quality." }, { ...
raw milk handling
Standard raw milk handling procedures ensure product safety and quality.
basic milk handling
Standard basic milk handling procedures ensure product safety and quality.
milk preparation
Standard milk preparation procedures ensure product safety and quality.
milk processing
Standard milk processing procedures ensure product safety and quality.
dairy processing
Standard dairy processing procedures ensure product safety and quality.
copula_0_0_0
copula
copula
noun
0
0
0
In English the copula be marks predication in sentences like The cat is hungry.
[ { "position": 0, "word": "noncopular verb", "sentence": "In English the noncopular verb be marks predication in sentences like The cat is hungry." }, { "position": 0.25, "word": "main verb", "sentence": "In English the main verb be marks predication in sentences like The cat is hungry." ...
noncopular verb
In English the noncopular verb be marks predication in sentences like The cat is hungry.
main verb
In English the main verb be marks predication in sentences like The cat is hungry.
verb
In English the verb be marks predication in sentences like The cat is hungry.
linking verb
In English the linking verb be marks predication in sentences like The cat is hungry.
copula
In English the copula be marks predication in sentences like The cat is hungry.
papillitis_0_0_1
papillitis
papillitis
noun
0
0
1
Papillitis can cause blurred vision and pain with eye movement.
[ { "position": 0, "word": "normal optic disc", "sentence": "A normal optic disc does not cause blurred vision or pain with eye movement." }, { "position": 0.25, "word": "mild optic disc irritation", "sentence": "Mild optic disc irritation can cause blurred vision and pain with eye movemen...
normal optic disc
A normal optic disc does not cause blurred vision or pain with eye movement.
mild optic disc irritation
Mild optic disc irritation can cause blurred vision and pain with eye movement.
optic disc inflammation
Optic disc inflammation can cause blurred vision and pain with eye movement.
papillary inflammation
Papillary inflammation can cause blurred vision and pain with eye movement.
papillitis
Papillitis can cause blurred vision and pain with eye movement.
colonial_administration_1_2_0
colonial administration
colonial_administration
adjective
1
2
0
The report compares colonial administration patterns to modern centralized systems.
[ { "position": 0, "word": "participatory", "sentence": "The report compares participatory administration patterns to modern centralized systems." }, { "position": 0.25, "word": "community-based", "sentence": "The report compares community-based administration patterns to modern centralize...
participatory
The report compares participatory administration patterns to modern centralized systems.
community-based
The report compares community-based administration patterns to modern centralized systems.
local
The report compares local administration patterns to modern centralized systems.
centralized
The report compares centralized administration patterns to modern centralized systems.
topdown
The report compares topdown administration patterns to modern centralized systems.
authorization_form_0_1_0
authorization form
authorization_form
noun
0
1
0
The university’s research ethics board updated its authorization form to reflect new privacy legislation.
[ { "position": 0, "word": "informal agreement", "sentence": "The university’s research ethics board updated its informal agreement to reflect new privacy legislation." }, { "position": 0.25, "word": "permission note", "sentence": "The university’s research ethics board updated its permiss...
informal agreement
The university’s research ethics board updated its informal agreement to reflect new privacy legislation.
permission note
The university’s research ethics board updated its permission note to reflect new privacy legislation.
consent form
The university’s research ethics board updated its consent form to reflect new privacy legislation.
standard consent form
The university’s research ethics board updated its standard consent form to reflect new privacy legislation.
authorization form
The university’s research ethics board updated its authorization form to reflect new privacy legislation.
rapacity_0_1_0
rapacity
rapacity
noun
0
1
0
Academic critics described contemporary extractive industries as operating with rapacity toward local communities.
[ { "position": 0, "word": "benevolence", "sentence": "Academic critics described contemporary extractive industries as operating with benevolence toward local communities." }, { "position": 0.25, "word": "restraint", "sentence": "Academic critics described contemporary extractive industri...
benevolence
Academic critics described contemporary extractive industries as operating with benevolence toward local communities.
restraint
Academic critics described contemporary extractive industries as operating with restraint toward local communities.
extraction
Academic critics described contemporary extractive industries as operating with extraction toward local communities.
exploitation
Academic critics described contemporary extractive industries as operating with exploitation toward local communities.
rapacity
Academic critics described contemporary extractive industries as operating with rapacity toward local communities.
finished_product_1_0_0
finished product
finished_product
adjective
1
0
0
The finished-product sample was evaluated for packaging compatibility.
[ { "position": 0, "word": "unfinished product", "sentence": "The unfinished-product sample was evaluated for packaging compatibility." }, { "position": 0.25, "word": "partially completed product", "sentence": "The partially-completed product sample was evaluated for packaging compatibilit...
unfinished product
The unfinished-product sample was evaluated for packaging compatibility.
partially completed product
The partially-completed product sample was evaluated for packaging compatibility.
completed product
The completed-product sample was evaluated for packaging compatibility.
ready product
The ready-product sample was evaluated for packaging compatibility.
finished product
The finished-product sample was evaluated for packaging compatibility.
hypnotism_0_3_1
hypnotism
hypnotism
noun
0
3
1
Modern scholarship differentiates hypnotism from stage hypnosis.
[ { "position": 0, "word": "awakening", "sentence": "Modern scholarship differentiates awakening from stage hypnosis." }, { "position": 0.25, "word": "suggestion", "sentence": "Modern scholarship differentiates suggestion from stage hypnosis." }, { "position": 0.5, "word": "inf...
awakening
Modern scholarship differentiates awakening from stage hypnosis.
suggestion
Modern scholarship differentiates suggestion from stage hypnosis.
influence
Modern scholarship differentiates influence from stage hypnosis.
hypnosis
Modern scholarship differentiates hypnosis from stage hypnosis.
hypnotism
Modern scholarship differentiates hypnotism from stage hypnosis.
embryonic_development_0_1_0
embryonic development
embryonic_development
adjective
0
1
0
The proposal is embryonic and needs more data.
[ { "position": 0, "word": "fully formed", "sentence": "The proposal is fully formed and needs more data." }, { "position": 0.25, "word": "advanced", "sentence": "The proposal is advanced and needs more data." }, { "position": 0.5, "word": "preliminary", "sentence": "The pr...
fully formed
The proposal is fully formed and needs more data.
advanced
The proposal is advanced and needs more data.
preliminary
The proposal is preliminary and needs more data.
nascent
The proposal is nascent and needs more data.
embryonic
The proposal is embryonic and needs more data.
horsecloth_0_0_0
horsecloth
horsecloth
noun
0
0
0
In medieval inventories, horsecloths appear as weatherproof coverings for horses.
[ { "position": 0, "word": "uncovered horse", "sentence": "In medieval inventories, uncovered horses appear as weatherproof coverings for horses." }, { "position": 0.25, "word": "bare horse", "sentence": "In medieval inventories, bare horses appear as weatherproof coverings for horses." ...
uncovered horse
In medieval inventories, uncovered horses appear as weatherproof coverings for horses.
bare horse
In medieval inventories, bare horses appear as weatherproof coverings for horses.
horse covering
In medieval inventories, horse coverings appear as weatherproof coverings for horses.
horse rug
In medieval inventories, horse rugs appear as weatherproof coverings for horses.
horsecloth
In medieval inventories, horsecloths appear as weatherproof coverings for horses.
burkina_0_1_1
burkina
burkina
noun
0
1
1
Iconographic sources depict chiefs wearing an ornate burkina during public audiences.
[ { "position": 0, "word": "trousers", "sentence": "Iconographic sources depict chiefs wearing ornate trousers during public audiences." }, { "position": 0.25, "word": "garment", "sentence": "Iconographic sources depict chiefs wearing an ornate garment during public audiences." }, { ...
trousers
Iconographic sources depict chiefs wearing ornate trousers during public audiences.
garment
Iconographic sources depict chiefs wearing an ornate garment during public audiences.
robe
Iconographic sources depict chiefs wearing an ornate robe during public audiences.
tunic
Iconographic sources depict chiefs wearing an ornate tunic during public audiences.
burkina
Iconographic sources depict chiefs wearing an ornate burkina during public audiences.
maltreating_1_0_0
maltreating
maltreating
noun
1
0
0
The maltreating of children is prohibited by international law.
[ { "position": 0, "word": "care", "sentence": "The care of children is prohibited by international law." }, { "position": 0.25, "word": "protection", "sentence": "The protection of children is prohibited by international law." }, { "position": 0.5, "word": "mistreatment", ...
care
The care of children is prohibited by international law.
protection
The protection of children is prohibited by international law.
mistreatment
The mistreatment of children is prohibited by international law.
abuse
The abuse of children is prohibited by international law.
maltreating
The maltreating of children is prohibited by international law.
ally_0_2_1
ally
ally
noun
0
2
1
Technological innovation became a crucial ally in expanding access to education.
[ { "position": 0, "word": "liability", "sentence": "Technological innovation became a crucial liability in expanding access to education." }, { "position": 0.25, "word": "hindrance", "sentence": "Technological innovation became a crucial hindrance in expanding access to education." }, ...
liability
Technological innovation became a crucial liability in expanding access to education.
hindrance
Technological innovation became a crucial hindrance in expanding access to education.
factor
Technological innovation became a crucial factor in expanding access to education.
asset
Technological innovation became a crucial asset in expanding access to education.
ally
Technological innovation became a crucial ally in expanding access to education.
nightclubbing_2_0_1
nightclubbing
nightclubbing
adjective
2
0
1
Nightclubbing venues influence urban economies and policing patterns.
[ { "position": 0, "word": "daytime-oriented", "sentence": "Daytime-oriented venues influence urban economies and policing patterns." }, { "position": 0.25, "word": "evening-oriented", "sentence": "Evening-oriented venues influence urban economies and policing patterns." }, { "posi...
daytime-oriented
Daytime-oriented venues influence urban economies and policing patterns.
evening-oriented
Evening-oriented venues influence urban economies and policing patterns.
after-hours
After-hours venues influence urban economies and policing patterns.
clubgoing
Clubgoing venues influence urban economies and policing patterns.
nightclubbing
Nightclubbing venues influence urban economies and policing patterns.
minutes_0_0_1
minutes
minutes
noun
0
0
1
Please wait for a few minutes while I finish.
[ { "position": 0, "word": "hours", "sentence": "Please wait for a few hours while I finish." }, { "position": 0.25, "word": "longer", "sentence": "Please wait for a longer while I finish." }, { "position": 0.5, "word": "a bit of time", "sentence": "Please wait for a bit of...
hours
Please wait for a few hours while I finish.
longer
Please wait for a longer while I finish.
a bit of time
Please wait for a bit of time while I finish.
minutes
Please wait for a few minutes while I finish.
minutes
Please wait for a few minutes while I finish.
unit_cell_1_0_1
unit cell
unit_cell
adjective
1
0
1
Students study the unit cell to understand how atoms fit together in a lattice.
[ { "position": 0, "word": "macroscopic", "sentence": "Students study the macroscopic scale to understand how atoms fit together in a lattice." }, { "position": 0.25, "word": "bulk", "sentence": "Students study the bulk scale to understand how atoms fit together in a lattice." }, { ...
macroscopic
Students study the macroscopic scale to understand how atoms fit together in a lattice.
bulk
Students study the bulk scale to understand how atoms fit together in a lattice.
lattice-scale
Students study the lattice-scale structure to understand how atoms fit together in a lattice.
crystal-related
Students study the crystal-related structure to understand how atoms fit together in a lattice.
unit cell
Students study the unit cell to understand how atoms fit together in a lattice.
accurate_portrayal_0_0_0
accurate portrayal
accurate_portrayal
noun
0
0
0
The historian was praised for the accurate portrayal of daily life in the medieval city.
[ { "position": 0, "word": "distorted representation", "sentence": "The historian was criticized for the distorted representation of daily life in the medieval city." }, { "position": 0.25, "word": "inaccurate depiction", "sentence": "The historian was criticized for the inaccurate depicti...
distorted representation
The historian was criticized for the distorted representation of daily life in the medieval city.
inaccurate depiction
The historian was criticized for the inaccurate depiction of daily life in the medieval city.
general depiction
The historian was praised for the general depiction of daily life in the medieval city.
faithful representation
The historian was praised for the faithful representation of daily life in the medieval city.
accurate portrayal
The historian was praised for the accurate portrayal of daily life in the medieval city.
exerciser_0_1_0
exerciser
exerciser
noun
0
1
0
As a dedicated exerciser, she maintained a strict daily training schedule.
[ { "position": 0, "word": "sedentary person", "sentence": "As a sedentary person, she maintained a strict daily training schedule." }, { "position": 0.25, "word": "occasional exerciser", "sentence": "As an occasional exerciser, she maintained a strict daily training schedule." }, { ...
sedentary person
As a sedentary person, she maintained a strict daily training schedule.
occasional exerciser
As an occasional exerciser, she maintained a strict daily training schedule.
active person
As an active person, she maintained a strict daily training schedule.
fitness enthusiast
As a fitness enthusiast, she maintained a strict daily training schedule.
exerciser
As a dedicated exerciser, she maintained a strict daily training schedule.
needs_signal_2_0_1
needs signal
needs_signal
adjective
2
0
1
The sensor remains signal-dependent when the signal level is low.
[ { "position": 0, "word": "signal-free", "sentence": "The sensor remains signal-free when the signal level is low." }, { "position": 0.25, "word": "mostly independent of signal", "sentence": "The sensor remains mostly independent of signal when the signal level is low." }, { "posi...
signal-free
The sensor remains signal-free when the signal level is low.
mostly independent of signal
The sensor remains mostly independent of signal when the signal level is low.
partially signal-dependent
The sensor remains partially signal-dependent when the signal level is low.
requires signal
The sensor remains requires signal when the signal level is low.
signal-dependent
The sensor remains signal-dependent when the signal level is low.
hiram_0_0_0
hiram
hiram
noun
0
0
0
Hiram is a Hebrew derived given name found in biblical genealogies.
[ { "position": 0, "word": "no name", "sentence": "No name is a Hebrew derived given name found in biblical genealogies." }, { "position": 0.25, "word": "label", "sentence": "Label is a Hebrew derived given name found in biblical genealogies." }, { "position": 0.5, "word": "nam...
no name
No name is a Hebrew derived given name found in biblical genealogies.
label
Label is a Hebrew derived given name found in biblical genealogies.
name
Name is a Hebrew derived given name found in biblical genealogies.
given name
Given name is a Hebrew derived given name found in biblical genealogies.
Hiram
Hiram is a Hebrew derived given name found in biblical genealogies.
lusting_1_3_0
lusting
lusting
verb
1
3
0
Lusting after power shapes policy agendas in organizational contexts.
[ { "position": 0, "word": "contentment", "sentence": "Contentment with power shapes policy agendas in organizational contexts." }, { "position": 0.25, "word": "temperance", "sentence": "Temperance toward power shapes policy agendas in organizational contexts." }, { "position": 0.5...
contentment
Contentment with power shapes policy agendas in organizational contexts.
temperance
Temperance toward power shapes policy agendas in organizational contexts.
desire
Desire for power shapes policy agendas in organizational contexts.
craving
Craving power shapes policy agendas in organizational contexts.
lusting
Lusting after power shapes policy agendas in organizational contexts.
sorting_method_0_0_0
sorting method
sorting_method
noun
0
0
0
The computer scientist implemented a new sorting method to improve database query performance.
[ { "position": 0, "word": "randomization", "sentence": "The computer scientist implemented a new randomization to improve database query performance." }, { "position": 0.25, "word": "shuffling", "sentence": "The computer scientist implemented a new shuffling to improve database query perf...
randomization
The computer scientist implemented a new randomization to improve database query performance.
shuffling
The computer scientist implemented a new shuffling to improve database query performance.
ordering procedure
The computer scientist implemented a new ordering procedure to improve database query performance.
sorting algorithm
The computer scientist implemented a new sorting algorithm to improve database query performance.
sorting method
The computer scientist implemented a new sorting method to improve database query performance.
design_curriculum_1_2_0
design curriculum
design_curriculum
verb
1
2
0
Parents tailor curriculum to their child's interests.
[ { "position": 0, "word": "standardize", "sentence": "Parents standardize curriculum to their child's interests." }, { "position": 0.25, "word": "generalize", "sentence": "Parents generalize curriculum to their child's interests." }, { "position": 0.5, "word": "adapt", "se...
standardize
Parents standardize curriculum to their child's interests.
generalize
Parents generalize curriculum to their child's interests.
adapt
Parents adapt curriculum to their child's interests.
customize
Parents customize curriculum to their child's interests.
personalize
Parents personalize curriculum to their child's interests.
empirical_model_0_0_1
empirical model
empirical_model
noun
0
0
1
Using an empirical model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
[ { "position": 0, "word": "theoretical model", "sentence": "Using a theoretical model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism." }, { "position": 0.25, "word": "axiomatic model", "sentence": "Using an axiomatic...
theoretical model
Using a theoretical model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
axiomatic model
Using an axiomatic model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
statistical model
Using a statistical model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
data driven model
Using a data driven model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
empirical model
Using an empirical model, the study estimated the relationship between income and health outcomes without specifying a detailed causal mechanism.
railways_0_2_0
railways
railways
noun
0
2
0
Digital signaling and automation are reshaping labor requirements within modern railways.
[ { "position": 0, "word": "aviation industry", "sentence": "Digital signaling and automation are reshaping labor requirements within modern aviation industry." }, { "position": 0.25, "word": "transport sector", "sentence": "Digital signaling and automation are reshaping labor requirements...
aviation industry
Digital signaling and automation are reshaping labor requirements within modern aviation industry.
transport sector
Digital signaling and automation are reshaping labor requirements within modern transport sector.
transport industry
Digital signaling and automation are reshaping labor requirements within modern transport industry.
rail industry
Digital signaling and automation are reshaping labor requirements within modern rail industry.
railways
Digital signaling and automation are reshaping labor requirements within modern railways.
cultural_sign_1_1_0
cultural sign
cultural_sign
adjective
1
1
0
Ethnography documents how cultural signs organize social hierarchy.
[ { "position": 0, "word": "universal", "sentence": "Ethnography documents how universal signs organize social hierarchy." }, { "position": 0.25, "word": "noncultural", "sentence": "Ethnography documents how noncultural signs organize social hierarchy." }, { "position": 0.5, "w...
universal
Ethnography documents how universal signs organize social hierarchy.
noncultural
Ethnography documents how noncultural signs organize social hierarchy.
symbolic
Ethnography documents how symbolic signs organize social hierarchy.
culture-bearing
Ethnography documents how culture-bearing signs organize social hierarchy.
culture-specific
Ethnography documents how culture-specific signs organize social hierarchy.
devaluing_0_3_1
devaluing
devaluing
verb
0
3
1
Framing that devalues labels can alter reader perceptions.
[ { "position": 0, "word": "valorizing", "sentence": "Framing that valorizes labels can alter reader perceptions." }, { "position": 0.25, "word": "legitimize", "sentence": "Framing that legitimizes labels can alter reader perceptions." }, { "position": 0.5, "word": "neutralizin...
valorizing
Framing that valorizes labels can alter reader perceptions.
legitimize
Framing that legitimizes labels can alter reader perceptions.
neutralizing
Framing that neutralizes labels can alter reader perceptions.
deemphasizing
Framing that deemphasizes labels can alter reader perceptions.
devaluing
Framing that devalues labels can alter reader perceptions.
most_statutory_0_1_0
most statutory
most_statutory
noun
0
1
0
Regulators compare proposals against the most statutory baseline to gauge legitimacy.
[ { "position": 0, "word": "nonstatutory", "sentence": "Regulators compare proposals against the nonstatutory baseline to gauge legitimacy." }, { "position": 0.25, "word": "customary", "sentence": "Regulators compare proposals against the customary baseline to gauge legitimacy." }, { ...
nonstatutory
Regulators compare proposals against the nonstatutory baseline to gauge legitimacy.
customary
Regulators compare proposals against the customary baseline to gauge legitimacy.
baseline
Regulators compare proposals against the baseline to gauge legitimacy.
statutory standard
Regulators compare proposals against the statutory standard to gauge legitimacy.
most statutory
Regulators compare proposals against the most statutory baseline to gauge legitimacy.
gutted_1_0_0
gutted
gutted
adjective
1
0
0
The grant review panel was gutted by the withdrawal of funds.
[ { "position": 0, "word": "unaffected", "sentence": "The grant review panel was unaffected by the withdrawal of funds." }, { "position": 0.25, "word": "disappointed", "sentence": "The grant review panel was disappointed by the withdrawal of funds." }, { "position": 0.5, "word"...
unaffected
The grant review panel was unaffected by the withdrawal of funds.
disappointed
The grant review panel was disappointed by the withdrawal of funds.
distressed
The grant review panel was distressed by the withdrawal of funds.
devastated
The grant review panel was devastated by the withdrawal of funds.
gutted
The grant review panel was gutted by the withdrawal of funds.
trainees_0_1_1
trainees
trainees
noun
0
1
1
A cohort of trainees completed the two year certification track.
[ { "position": 0, "word": "nonparticipants", "sentence": "A cohort of nonparticipants completed the two year certification track." }, { "position": 0.25, "word": "observers", "sentence": "A cohort of observers completed the two year certification track." }, { "position": 0.5, ...
nonparticipants
A cohort of nonparticipants completed the two year certification track.
observers
A cohort of observers completed the two year certification track.
participants
A cohort of participants completed the two year certification track.
apprentices
A cohort of apprentices completed the two year certification track.
trainees
A cohort of trainees completed the two year certification track.
dilutes_0_1_0
dilutes
dilutes
verb
0
1
0
Biased reporting dilutes trust in the article.
[ { "position": 0, "word": "strengthens", "sentence": "Biased reporting strengthens trust in the article." }, { "position": 0.25, "word": "lessens", "sentence": "Biased reporting lessens trust in the article." }, { "position": 0.5, "word": "reduces", "sentence": "Biased rep...
strengthens
Biased reporting strengthens trust in the article.
lessens
Biased reporting lessens trust in the article.
reduces
Biased reporting reduces trust in the article.
diminishes
Biased reporting diminishes trust in the article.
dilutes
Biased reporting dilutes trust in the article.
rothwell_0_0_1
rothwell
rothwell
noun
0
0
1
The bibliography lists several works by Rothwell and her collaborators.
[ { "position": 0, "word": "given name", "sentence": "The bibliography lists several works by the given name and her collaborators." }, { "position": 0.25, "word": "first name", "sentence": "The bibliography lists several works by the first name and her collaborators." }, { "positi...
given name
The bibliography lists several works by the given name and her collaborators.
first name
The bibliography lists several works by the first name and her collaborators.
name
The bibliography lists several works by the name and her collaborators.
surname
The bibliography lists several works by the surname and her collaborators.
Rothwell
The bibliography lists several works by Rothwell and her collaborators.
macrolide_0_0_1
macrolide
macrolide
noun
0
0
1
The clinician selected a macrolide to treat the respiratory infection.
[ { "position": 0, "word": "antiviral", "sentence": "The clinician selected an antiviral to treat the respiratory infection." }, { "position": 0.25, "word": "narrow-spectrum antibiotic", "sentence": "The clinician selected a narrow-spectrum antibiotic to treat the respiratory infection." ...
antiviral
The clinician selected an antiviral to treat the respiratory infection.
narrow-spectrum antibiotic
The clinician selected a narrow-spectrum antibiotic to treat the respiratory infection.
antibiotic
The clinician selected an antibiotic to treat the respiratory infection.
macrolide antibiotic
The clinician selected a macrolide antibiotic to treat the respiratory infection.
macrolide
The clinician selected a macrolide to treat the respiratory infection.
legal_defect_0_1_1
legal defect
legal_defect
adjective
0
1
1
A legally defective regulatory submission can trigger penalties.
[ { "position": 0, "word": "lawful", "sentence": "A lawfully compliant regulatory submission can trigger penalties." }, { "position": 0.25, "word": "compliant", "sentence": "A compliant regulatory submission can trigger penalties." }, { "position": 0.5, "word": "adequate", ...
lawful
A lawfully compliant regulatory submission can trigger penalties.
compliant
A compliant regulatory submission can trigger penalties.
adequate
An adequately prepared regulatory submission can trigger penalties.
noncompliant
A noncompliant regulatory submission can trigger penalties.
legally defective
A legally defective regulatory submission can trigger penalties.
pelister_national_park_0_0_0
pelister national park
pelister_national_park
noun
0
0
0
Pelister National Park is one of North Macedonia's oldest protected areas.
[ { "position": 0, "word": "urban center", "sentence": "Urban center is one of North Macedonia's oldest protected areas." }, { "position": 0.25, "word": "countryside", "sentence": "Countryside is one of North Macedonia's oldest protected areas." }, { "position": 0.5, "word": "l...
urban center
Urban center is one of North Macedonia's oldest protected areas.
countryside
Countryside is one of North Macedonia's oldest protected areas.
landscape
Landscape is one of North Macedonia's oldest protected areas.
Pelister Park
Pelister Park is one of North Macedonia's oldest protected areas.
Pelister National Park
Pelister National Park is one of North Macedonia's oldest protected areas.
normalization_0_2_0
normalization
normalization
noun
0
2
0
Normalization of classroom routines helps students feel secure.
[ { "position": 0, "word": "deviance", "sentence": "Deviance of classroom routines helps students feel secure." }, { "position": 0.25, "word": "abnormality", "sentence": "Abnormality of classroom routines helps students feel secure." }, { "position": 0.5, "word": "standardizati...
deviance
Deviance of classroom routines helps students feel secure.
abnormality
Abnormality of classroom routines helps students feel secure.
standardization
Standardization of classroom routines helps students feel secure.
regularization
Regularization of classroom routines helps students feel secure.
normalization
Normalization of classroom routines helps students feel secure.
liberal_party_of_australia_0_0_0
liberal party of australia
liberal_party_of_australia
noun
0
0
0
The Liberal Party of Australia formed government after the election.
[ { "position": 0, "word": "Australian Labor Party", "sentence": "The Australian Labor Party formed government after the election." }, { "position": 0.25, "word": "centre-left party", "sentence": "The centre-left party formed government after the election." }, { "position": 0.5, ...
Australian Labor Party
The Australian Labor Party formed government after the election.
centre-left party
The centre-left party formed government after the election.
major political party
The major political party formed government after the election.
Liberal Party
The Liberal Party formed government after the election.
Liberal Party of Australia
The Liberal Party of Australia formed government after the election.
showmen_0_1_0
showmen
showmen
noun
0
1
0
In contemporary media showmen cultivate onstage presence to sustain audience attention.
[ { "position": 0, "word": "private person", "sentence": "In contemporary media private persons cultivate onstage presence to sustain audience attention." }, { "position": 0.25, "word": "reserved presenter", "sentence": "In contemporary media reserved presenters cultivate onstage presence ...
private person
In contemporary media private persons cultivate onstage presence to sustain audience attention.
reserved presenter
In contemporary media reserved presenters cultivate onstage presence to sustain audience attention.
presenter
In contemporary media presenters cultivate onstage presence to sustain audience attention.
flamboyant presenter
In contemporary media flamboyant presenters cultivate onstage presence to sustain audience attention.
showmen
In contemporary media showmen cultivate onstage presence to sustain audience attention.
visual_indicator_0_0_0
visual indicator
visual_indicator
noun
0
0
0
The dashboard light is a visual indicator that the engine needs maintenance.
[ { "position": 0, "word": "auditory indicator", "sentence": "The dashboard chime is an auditory indicator that the engine needs maintenance." }, { "position": 0.25, "word": "sensory indicator", "sentence": "The dashboard alert is a sensory indicator that the engine needs maintenance." }...
auditory indicator
The dashboard chime is an auditory indicator that the engine needs maintenance.
sensory indicator
The dashboard alert is a sensory indicator that the engine needs maintenance.
indicator
The dashboard light is an indicator that the engine needs maintenance.
visual cue
The dashboard light is a visual cue that the engine needs maintenance.
visual indicator
The dashboard light is a visual indicator that the engine needs maintenance.
notice_energy_1_1_0
notice energy
notice_energy
verb
1
1
0
The coach notices energy levels during a drill.
[ { "position": 0, "word": "ignore", "sentence": "The coach ignores energy levels during a drill." }, { "position": 0.25, "word": "overlook", "sentence": "The coach overlooks energy levels during a drill." }, { "position": 0.5, "word": "observe", "sentence": "The coach obse...
ignore
The coach ignores energy levels during a drill.
overlook
The coach overlooks energy levels during a drill.
observe
The coach observes energy levels during a drill.
track
The coach tracks energy levels during a drill.
monitor
The coach monitors energy levels during a drill.
creative_works_0_0_1
creative works
creative_works
noun
0
0
1
The gallery showcased families' creative works.
[ { "position": 0, "word": "unimaginative works", "sentence": "The gallery showcased families' unimaginative works." }, { "position": 0.25, "word": "plain works", "sentence": "The gallery showcased families' plain works." }, { "position": 0.5, "word": "works", "sentence": "...
unimaginative works
The gallery showcased families' unimaginative works.
plain works
The gallery showcased families' plain works.
works
The gallery showcased families' works.
creative pieces
The gallery showcased families' creative pieces.
creative works
The gallery showcased families' creative works.
End of preview. Expand in Data Studio

OpenGloss Contrastive Examples v1.3

Dataset Summary

OpenGloss Contrastive Examples is a synthetic dataset of graduated semantic variations designed for contrastive learning and semantic similarity training. Each example contains a source sentence and a 5-point semantic gradient showing how meaning shifts from antonym to synonym poles.

This dataset is derived from the OpenGloss encyclopedic dictionary, using example sentences and their lexical context to generate semantically coherent variations.

Key Statistics

  • 161,496 contrastive examples
  • 105,853 unique words/phrases
  • 105,860 unique lexemes
  • 5 gradient points per example (0.0, 0.25, 0.5, 0.75, 1.0)
  • 807,480 total sentence variations
  • Average source sentence length: 10.0 words
  • Average gradient sentence length: 10.1 words

Gradient Structure

Each example contains a 5-point semantic gradient:

Position Semantic Pole Description
0.0 Antonym Semantic opposite of the target word
0.25 Near-antonym Closer to opposite meaning
0.5 Neutral Middle ground, balanced meaning
0.75 Near-synonym Closer to original meaning
1.0 Synonym Original word or close synonym

POS Distribution

Part of Speech Count
noun 94,029
adjective 37,558
verb 24,227
adverb 3,268
determiner 788
preposition 761
interjection 509
pronoun 207
conjunction 122
particle 11
proper noun 6
numeral 4
proper_noun 2
prefix 2
abbreviation 1
adjetivo 1

Loading the Dataset

from datasets import load_dataset

# Load the full dataset
dataset = load_dataset("mjbommar/opengloss-v1.3-contrastive-examples")

# Access records
for record in dataset["train"]:
    print(f"Word: {record['word']}")
    print(f"Source: {record['source_sentence']}")
    print(f"Antonym: {record['antonym_word']}{record['antonym_sentence']}")
    print(f"Synonym: {record['synonym_word']}{record['synonym_sentence']}\n")

Example Record

{
    "id": "logjam_1_1_1",
    "word": "logjam",
    "lexeme_id": "logjam",
    "pos": "verb",
    "source_sentence": "Funding pipelines logjam during policy transitions.",
    "gradient": [
        {"position": 0.0, "word": "flow", "sentence": "Funding pipelines flow smoothly during policy transitions."},
        {"position": 0.25, "word": "continue", "sentence": "Funding pipelines continue during policy transitions."},
        {"position": 0.5, "word": "slow", "sentence": "Funding pipelines slow during policy transitions."},
        {"position": 0.75, "word": "stall", "sentence": "Funding pipelines stall during policy transitions."},
        {"position": 1.0, "word": "logjam", "sentence": "Funding pipelines logjam during policy transitions."}
    ],
    "antonym_word": "flow",
    "antonym_sentence": "Funding pipelines flow smoothly during policy transitions.",
    "near_antonym_word": "continue",
    "near_antonym_sentence": "Funding pipelines continue during policy transitions.",
    "neutral_word": "slow",
    "neutral_sentence": "Funding pipelines slow during policy transitions.",
    "near_synonym_word": "stall",
    "near_synonym_sentence": "Funding pipelines stall during policy transitions.",
    "synonym_word": "logjam",
    "synonym_sentence": "Funding pipelines logjam during policy transitions."
}

Use Cases

Contrastive Learning

Train models to understand semantic gradients and fine-grained meaning differences:

# Create contrastive pairs
pairs = []
for record in dataset["train"]:
    # Pair antonym with synonym for maximum contrast
    pairs.append((record["antonym_sentence"], record["synonym_sentence"], 0.0))
    # Pair neutral with synonym for medium contrast
    pairs.append((record["neutral_sentence"], record["synonym_sentence"], 0.5))

Semantic Similarity

Fine-tune embedding models with graduated similarity labels:

# Each gradient position maps to a similarity score
for record in dataset["train"]:
    for point in record["gradient"]:
        similarity = point["position"]  # 0.0 to 1.0
        sentence = point["sentence"]

Data Augmentation

Use gradient variations for text augmentation while controlling semantic shift:

# Get semantically similar alternatives (position >= 0.75)
def get_similar_sentences(record):
    return [p["sentence"] for p in record["gradient"] if p["position"] >= 0.75]

Citation

If you use this dataset in your research, please cite:

@misc{bommarito2025opengloss_contrastive,
  title={OpenGloss Contrastive Examples: Graduated Semantic Variations for Contrastive Learning},
  author={Bommarito, Michael J., II},
  year={2025},
  url={https://huggingface.co/datasets/mjbommar/opengloss-v1.3-contrastive-examples},
  note={Dataset available under CC-BY 4.0}
}

License

This dataset is released under Creative Commons Attribution 4.0 International (CC-BY 4.0).

Related Datasets

Acknowledgments

This dataset was generated using:

  • OpenGloss lexicon data
  • OpenAI GPT models for gradient generation
  • pydantic-ai for structured generation

Generated from the OpenGloss v1.3 lexicon.

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