diff --git a/src/yaml/adj.all.yaml b/src/yaml/adj.all.yaml
index 301a7fcd..ca1175ef 100644
--- a/src/yaml/adj.all.yaml
+++ b/src/yaml/adj.all.yaml
@@ -39844,7 +39844,7 @@
   - no longer connected or joined
   example:
   - a detached part
-  - on one side of the island was a hugh rock, almost detached
+  - on one side of the island was a huge rock, almost detached
   - the separated spacecraft will return to their home bases
   ili: i3168
   members:
@@ -53476,7 +53476,7 @@
   example:
   - had a preference for circumlocutious (or circumlocutory) rather than forthright
     expression
-  - source: T.S.Eliot; (`ambagious' is archaic)
+  - source: T.S.Eliot
     text: A periphrastic study in a worn-out poetical fashion,/ Leaving one still
       with the intolerable wrestle/ With words and meanings.
   ili: i4235
@@ -60820,7 +60820,7 @@
   - deprived of the rights of citizenship especially the right to vote
   example:
   - labor was voiceless
-  - disenfrenchised masses took to the streets
+  - disenfranchised masses took to the streets
   ili: i4808
   members:
   - disenfranchised
@@ -95431,7 +95431,7 @@
   definition:
   - lacking in sympathy and kindness
   example:
-  - unkindly ancts
+  - unkindly acts
   ili: i7487
   members:
   - unkindly
@@ -98762,7 +98762,7 @@
     special for the general or the general for the special; or the material for the
     thing made of it
   example:
-  - to use `hand' for `worker' or `ten sail' for `ten ships' or `steel' for `sword'
+  - to use `hand' for `worker' or `ten sails' for `ten ships' or `steel' for `sword'
     is to use a synecdochic figure of speech
   ili: i7751
   members:
@@ -134433,7 +134433,7 @@
   - characterized by unrest or disorder
   example:
   - unquiet days of riots
-  - following the assassination of Martin Luter King ours was an unquiet nation
+  - following the assassination of Martin Luther King ours was an unquiet nation
   - spent an unquiet night tossing and turning
   ili: i10549
   members:
@@ -135153,7 +135153,7 @@
     being legendary
   example:
   - the historical Jesus
-  - doubt that a historical Camelot every existed
+  - doubt that a historical Camelot ever existed
   - actual historical events
   ili: i10602
   members:
@@ -152221,7 +152221,7 @@
   definition:
   - having only one part or element
   example:
-  - a simplex word has no affixes and is not part of a compound--like `boy' compared
+  - a simplex word has no affixes and is not part of a compound -- like `boy' compared
     with `boyish' or `house' compared with `houseboat'
   ili: i11963
   members:
@@ -170613,7 +170613,7 @@
   definition:
   - filled or scattered with a disorderly accumulation of objects or rubbish
   example:
-  - the storm left the drivewaylittered with sticks nd debris
+  - the storm left the driveway littered with sticks and debris
   - his library was a cluttered room with piles of books on every chair
   ili: i13420
   members:
@@ -175275,7 +175275,7 @@
   definition:
   - getting higher or more vigorous
   example:
-  - its an up market
+  - it's an up market
   - an improving economy
   ili: i13790
   members:
@@ -176955,7 +176955,7 @@
   domain_topic:
   - 06092831-n
   example:
-  - fishes and amphibians and reptiles and birds and mammals are verbetrate animals
+  - fishes and amphibians and reptiles and birds and mammals are vertebrate animals
   ili: i13921
   members:
   - vertebrate
@@ -179864,7 +179864,7 @@
   definition:
   - moist, damp, wet (especially of air)
   example:
-  - the raw and theumy damp of night air
+  - the raw and rheumy damp of night air
   ili: i14146
   members:
   - rheumy
diff --git a/src/yaml/adv.all.yaml b/src/yaml/adv.all.yaml
index 6d711f67..553b9715 100644
--- a/src/yaml/adv.all.yaml
+++ b/src/yaml/adv.all.yaml
@@ -1545,7 +1545,7 @@
   example:
   - they managed somehow
   - he expected somehow to discover a woman who would love him
-  - he tried to make is someway acceptable
+  - he tried to make it someway acceptable
   ili: i18293
   members:
   - somehow
@@ -21509,7 +21509,7 @@
   definition:
   - in an honest manner
   example:
-  - in he can't get it honestly, he is willing to steal it
+  - if he can't get it honestly, he is willing to steal it
   - was known for dealing aboveboard in everything
   ili: i20318
   members:
diff --git a/src/yaml/entries-a.yaml b/src/yaml/entries-a.yaml
index f8d9b226..4ed30a47 100644
--- a/src/yaml/entries-a.yaml
+++ b/src/yaml/entries-a.yaml
@@ -48775,6 +48775,8 @@ ambagious:
     sense:
     - derivation:
       - 'ambage%1:10:00::'
+      exemplifies:
+      - 'archaism%1:10:00::'  
       id: ambagious%5:00:00:indirect:02
       synset: 00771186-s
 ambassador:
diff --git a/src/yaml/noun.act.yaml b/src/yaml/noun.act.yaml
index e6dc1aa9..3203d5e1 100644
--- a/src/yaml/noun.act.yaml
+++ b/src/yaml/noun.act.yaml
@@ -4710,7 +4710,7 @@
   - the act of raising something
   example:
   - he responded with a lift of his eyebrow
-  - fireman learn several different raises for getting ladders up
+  - firemen learn several different raises for getting ladders up
   hypernym:
   - 00045991-n
   ili: i36018
@@ -60329,7 +60329,7 @@
   - the act of transacting within or between groups (as carrying on commercial activities)
   example:
   - no transactions are possible without him
-  - he has always been honest is his dealings with me
+  - he has always been honest in his dealings with me
   hypernym:
   - 01082290-n
   ili: i41201
diff --git a/src/yaml/noun.artifact.yaml b/src/yaml/noun.artifact.yaml
index f3576da4..a326e1ac 100644
--- a/src/yaml/noun.artifact.yaml
+++ b/src/yaml/noun.artifact.yaml
@@ -45320,7 +45320,7 @@
   - a framework that supports and protects a picture or a mirror
   example:
   - the frame enhances but is not itself the subject of attention
-  - the frame was much more valuable than the miror it held
+  - the frame was much more valuable than the mirror it held
   hypernym:
   - 03396616-n
   ili: i54028
@@ -57200,7 +57200,7 @@
   definition:
   - a device that prevents an automotive engine from starting
   example:
-  - car theives know how to bypass the ignition interlock
+  - car thieves know how to bypass the ignition interlock
   hypernym:
   - 03187746-n
   ili: i55152
@@ -123901,7 +123901,7 @@
   - A cheek-rouging cosmetic made by baking colored liquid on terra cotta tiles.
   example:
   - Baked blush is considered to give a more long-lasting and vibrant effect than
-    a tradiional pressed powder formula.
+    a traditional pressed powder formula.
   hypernym:
   - 04119846-n
   members:
diff --git a/src/yaml/noun.attribute.yaml b/src/yaml/noun.attribute.yaml
index 6daa84b7..a73110e2 100644
--- a/src/yaml/noun.attribute.yaml
+++ b/src/yaml/noun.attribute.yaml
@@ -33353,7 +33353,7 @@
   definition:
   - unspecified qualities required to do or be something
   example:
-  - the stuff of heros
+  - the stuff of heroes
   - you don't have the stuff to be a United States Marine
   hypernym:
   - 04731092-n
@@ -34730,7 +34730,7 @@
     with someone other than their spouse.
   example:
   - He consequently interprets his own behaviour in sociobiological terms so that,
-    having slept with his ex-wif Charlotte in her current marital bed, he is unnerved
+    having slept with his ex-wife Charlotte in her current marital bed, he is unnerved
     not by the adulterousness of the act, which is routine for him, but by the infringement
     of male territorial boundaries.
   hypernym:
diff --git a/src/yaml/noun.cognition.yaml b/src/yaml/noun.cognition.yaml
index f234a281..6e3242f1 100644
--- a/src/yaml/noun.cognition.yaml
+++ b/src/yaml/noun.cognition.yaml
@@ -34215,7 +34215,7 @@
   definition:
   - the scientific study of smells or of the sense of smell.
   example:
-  - Suitably equipped, man and rodent traded sniff for sniff in what must haye been
+  - Suitably equipped, man and rodent traded sniff for sniff in what must have been
     one of the most exciting contests in the history of olfactology.
   hypernym:
   - 06005806-n
diff --git a/src/yaml/noun.communication.yaml b/src/yaml/noun.communication.yaml
index 24dbd35b..f2625c88 100644
--- a/src/yaml/noun.communication.yaml
+++ b/src/yaml/noun.communication.yaml
@@ -34222,7 +34222,7 @@
   - a single written symbol that represents an entire word or phrase without indicating
     its pronunciation
   example:
-  - 7 is a logogram that is pronounced `seven' in English and `nanatsu' in Japanese
+  - "`7' is a logogram that is pronounced `seven' in English and `nanatsu' in Japanese"
   hypernym:
   - 06853698-n
   ili: i72469
@@ -53331,7 +53331,7 @@
   definition:
   - a commonly repeated word or phrase
   example:
-  - she repeated `So pleased with how its going' at intervals like a mantra
+  - she repeated `So pleased with how it's going' at intervals like a mantra
   hypernym:
   - 07166967-n
   ili: i74250
@@ -61681,9 +61681,10 @@
   definition:
   - An accent on the first syllable of a word.
   example:
-  - The fronting took place more slowly in American English and so Modern American
-    English has forms like elo'ngate, imprégnate and remonstrate where British English
-    usually has initial stress.
+  - source: English Phonetics and Phonology for Spanish Students - Brian Mott
+    text: The fronting took place more slowly in American English and so Modern American
+      English has forms like elóngate, imprégnate and remónstrate where British English
+      usually has initial stress.
   hypernym:
   - 07100280-n
   members:
@@ -63564,7 +63565,7 @@
   definition:
   - a poetic phrase, utterance, etc.
   example:
-  - Just as hath is a poeticism in Keats and an unmarked form for Shakespeare, sogebided
+  - Just as `hath' is a poeticism in Keats and an unmarked form for Shakespeare, `sogebided'
     may have been a poeticism to Alfred and an unmarked form for Qedmon.
   hypernym:
   - 06297048-n
@@ -64192,7 +64193,7 @@
   - small circular, rectangular, or square advertisement appearing usually at the
     bottom of a webpage.
   example:
-  - They are mostly ideal for co-branding excercises, where one website associates
+  - They are mostly ideal for co-branding exercises, where one website associates
     itself intrinsically with another via the use of a button ad instead of normal
     hyperlink.
   hypernym:
@@ -64648,7 +64649,7 @@
     on a remote computer.
   example:
   - Your Web browser is a client program that has requested a service from a server;
-    in fact, the service and resouce the server provided is the delivery of this Web
+    in fact, the service and resource the server provided is the delivery of this Web
     page.
   hypernym:
   - 06581154-n
diff --git a/src/yaml/noun.group.yaml b/src/yaml/noun.group.yaml
index bc6f32f2..c42713e0 100644
--- a/src/yaml/noun.group.yaml
+++ b/src/yaml/noun.group.yaml
@@ -12763,7 +12763,7 @@
   - an international organization of European countries formed after World War II
     to reduce trade barriers and increase cooperation among its members
   example:
-  - he tried to take Britain into the Europen Union
+  - he tried to take Britain into the European Union
   hypernym:
   - 08311617-n
   ili: i80101
@@ -31383,7 +31383,7 @@
     the cultural context in which it was created.
   example:
   - In Western capitalist nations, he saw a preponderance of folklorism due to the
-    expansion of undistrial markets, ranging from tourism to commodity goods.
+    expansion of industrial markets, ranging from tourism to commodity goods.
   hypernym:
   - 08483654-n
   members:
diff --git a/src/yaml/noun.person.yaml b/src/yaml/noun.person.yaml
index 1e17617f..303e7890 100644
--- a/src/yaml/noun.person.yaml
+++ b/src/yaml/noun.person.yaml
@@ -22949,7 +22949,7 @@
   - a man who is the lover of a man or woman
   example:
   - if I'd known he was her boyfriend I wouldn't have asked
-  - When the law changed, Pet could finally married his long-time boyfriend Jim
+  - When the law changed, Pet could finally marry his long-time boyfriend Jim
   hypernym:
   - 10306910-n
   - 09645472-n
diff --git a/src/yaml/noun.phenomenon.yaml b/src/yaml/noun.phenomenon.yaml
index 45bb1a4d..00cbbfbc 100644
--- a/src/yaml/noun.phenomenon.yaml
+++ b/src/yaml/noun.phenomenon.yaml
@@ -2331,7 +2331,7 @@
   - energy made available by the flow of electric charge through a conductor
   example:
   - they built a car that runs on electricity
-  - The power went oout around midnight
+  - The power went out around midnight
   hypernym:
   - 11472635-n
   ili: i97765
diff --git a/src/yaml/noun.state.yaml b/src/yaml/noun.state.yaml
index 57233c9b..ab32c549 100644
--- a/src/yaml/noun.state.yaml
+++ b/src/yaml/noun.state.yaml
@@ -38183,7 +38183,7 @@
   - The characteristic of being exhilarating, tending to upset the mind or senses.
   example:
   - How a mere convention gathering could generate such a shift in regard to an issue
-    like abortion reveals something of the headiness in which many of the garthered
+    like abortion reveals something of the headiness in which many of the gathered
     were luxuriating.
   hypernym:
   - 14548451-n
@@ -38209,7 +38209,7 @@
   - The state or quality of being in the nature of an expression of praise, congratulation,
     encouragement, or respect.
   example:
-  - M. Bourget is highly complimentary to these magots of literature ; but be is ingeniously
+  - M. Bourget is highly complimentary to these maggots of literature; but he is ingeniously
     vague in his complimentariness.
   hypernym:
   - 14435778-n
diff --git a/src/yaml/noun.substance.yaml b/src/yaml/noun.substance.yaml
index 6fdbf396..14af8048 100644
--- a/src/yaml/noun.substance.yaml
+++ b/src/yaml/noun.substance.yaml
@@ -31970,7 +31970,7 @@
     lines on the skin on the temples and below neck, meant to imitate blue veins and
     thus emphasize pale complexion.
   example:
-  - Bleu Végetal Pour Les Veines came in a form of sticks or pencils prepared from
+  - Bleu Vegetal Pour Les Veines came in a form of sticks or pencils prepared from
     chalk, gum and blue pigment.
   hypernym:
   - 15009532-n
diff --git a/src/yaml/verb.body.yaml b/src/yaml/verb.body.yaml
index 599c58ba..d1d255df 100644
--- a/src/yaml/verb.body.yaml
+++ b/src/yaml/verb.body.yaml
@@ -3659,7 +3659,7 @@
   definition:
   - make infertile
   example:
-  - in some countries, people with genetically transmissible disabilites are sterilized
+  - in some countries, people with genetically transmissible disabilities are sterilized
   hypernym:
   - 00083562-v
   ili: i22085
diff --git a/src/yaml/verb.change.yaml b/src/yaml/verb.change.yaml
index e484c307..8d8c6521 100644
--- a/src/yaml/verb.change.yaml
+++ b/src/yaml/verb.change.yaml
@@ -4787,7 +4787,7 @@
   definition:
   - cut out, as for political reasons
   example:
-  - several line in the report were blanked out
+  - several lines in the report were blanked out
   hypernym:
   - 00200761-v
   ili: i22733
@@ -14433,7 +14433,7 @@
   definition:
   - grow and flourish
   example:
-  - a militant party bourgeons in India
+  - a militant party burgeons in India
   hypernym:
   - 00231172-v
   ili: i23525
@@ -22609,7 +22609,7 @@
   definition:
   - withdraw, as from reality
   example:
-  - he lost himslef in his music
+  - he lost himself in his music
   hypernym:
   - 00496934-v
   members:
@@ -27960,7 +27960,7 @@
   definition:
   - make opaque
   example:
-  - The glass was opacified more greater privacy
+  - The glass was opacified for greater privacy
   hypernym:
   - 00126072-v
   ili: i24641
diff --git a/src/yaml/verb.contact.yaml b/src/yaml/verb.contact.yaml
index aaaed734..4e8e5c48 100644
--- a/src/yaml/verb.contact.yaml
+++ b/src/yaml/verb.contact.yaml
@@ -17375,7 +17375,7 @@
   definition:
   - remove from the crate
   example:
-  - uncrate the glassed carefully!
+  - uncrate the glasses carefully!
   hypernym:
   - 01488139-v
   ili: i29153
diff --git a/src/yaml/verb.emotion.yaml b/src/yaml/verb.emotion.yaml
index 303c57e6..11fa0fbc 100644
--- a/src/yaml/verb.emotion.yaml
+++ b/src/yaml/verb.emotion.yaml
@@ -654,7 +654,7 @@
   definition:
   - irritate
   example:
-  - Her childish behavior really get to me
+  - Her childish behavior really gets to me
   - His lying really gets me
   hypernym:
   - 01791774-v
diff --git a/src/yaml/verb.possession.yaml b/src/yaml/verb.possession.yaml
index dcfe5b49..f0f30405 100644
--- a/src/yaml/verb.possession.yaml
+++ b/src/yaml/verb.possession.yaml
@@ -1601,7 +1601,7 @@
   definition:
   - allot again
   example:
-  - They were realloted additional farm land
+  - They were reallotted additional farm land
   hypernym:
   - 02299397-v
   ili: i32889