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Andi Wu
Asia Bible Society
From Identical StringsFrom Identical StringsFrom Identical StringsFrom Identical Strings
to Similar Stringsto Similar Stringsto Similar Stringsto Similar Strings
Intelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based on
Syntax and SemanticsSyntax and SemanticsSyntax and SemanticsSyntax and Semantics
Original Motivation
Systematic approach to Bible translation
To make the translation consistent,
translators need to know not only the
phrases that are identical but phrases that
are not identical but similar in meaning.
Asia Bible Society 2
亚洲圣经协会
Traditional Search:
Based on matches in form
Same words
Same word orders
Intelligent Search:
Based on matches in meaning
Words can be different
Word orders can be different
Identical Strings vs. Similar StringsIdentical Strings vs. Similar StringsIdentical Strings vs. Similar StringsIdentical Strings vs. Similar Strings
Example of Traditional Search:
Concordance
Genesis 1:1
‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬‫ים‬‫ים‬‫ים‬‫ים‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ץ‬‫ץ‬‫ץ‬‫ץ‬‫׃‬‫׃‬‫׃‬‫׃‬
Deuteronomy 31:28
‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫־‬‫־‬‫־‬‫־‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬‫ם‬‫ם‬‫ם‬‫ם‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬‫ם‬‫ם‬‫ם‬‫ם‬
‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֶ‫לּ‬ֶ‫לּ‬ֶ‫לּ‬ֶ‫לּ‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫׃‬‫׃‬‫׃‬‫׃‬
Jeremiah 23:24
ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬‫הּ‬‫הּ‬‫הּ‬‫הּ‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬‫י‬‫י‬‫י‬‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬‫ה‬‫ה‬‫ה‬‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬‫ץ‬‫ץ‬‫ץ‬
ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬ֹ ‫ל‬ֹ ‫ל‬ֹ ‫ל‬ֹ ‫ל‬‫א־‬‫א־‬‫א־‬‫א־‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ֵ‫ל‬ֵ‫ל‬ֵ‫ל‬ֵ‫ל‬‫א‬‫א‬‫א‬‫א‬ִ‫מ‬ִ‫מ‬ִ‫מ‬ִ‫מ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬ָ‫כּ‬ָ‫כּ‬ָ‫כּ‬ָ‫כּ‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬
Haggai 2:21
‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬‫ל־‬‫ל־‬‫ל־‬‫ל־‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬ַ‫פּ‬ַ‫פּ‬ַ‫פּ‬ַ‫פּ‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬
‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫׃‬‫׃‬‫׃‬‫׃‬
Asia Bible Society 4
亚洲圣经协会
Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:
Same words in different orders
Jeremiah 2:1
Ezekiel 24:20
亚洲圣经协会
Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:
Different words in different orders
Proverbs 1:7
Psalms 111:10
Similar Strings
Strings that are similar in meaning
Similar words in similar syntactic
relationships
Need in Bible translation
Asia Bible Society 7
The importance of Syntactic Relations
Similar strings != strings containing similar words
The same words in different syntactic relations can
mean very different things
An old man with a dog chased a young lady with an umbrella.
vs.
An old lady with a dog chased a young man with an umbrella.
Asia Bible Society 8
Semantic Units of Sentences
Triples: dependency relationships between
two words
e.g. In the beginning God created the heavens
and the earth.
God – create ( subject-verb)
create – heavens (verb-object)
create – earth (verb-object)
create – in the beginning (verb-adverbial)
heavens – earth (conjunction).
Asia Bible Society 9
Different Strings With the Same Triples
God created the heavens and the earth.
The heavens and the earth were created by God.
God created the heavens and He created the earth.
It is God who created the heavens and the earth.
God – create ( subject-verb)
create – heavens (verb-object)
create – earth (verb-object)
heavens – earth (conjunction).
Asia Bible Society 10
Different Strings With Similar Triples
God created man in his own image.
Adam is the man that God created.
Man was created by God on the sixth day.
I am a man created by God.
Triples in common:
God – create ( subject-verb)
create – man (verb-object)
Asia Bible Society 11
Similar Triples With Different Words
His troops were annihilated.
His army was destroyed.
His forces were wiped out.
annihilate troops
destroy army (verb-object)
wipe-out forces
Asia Bible Society 12
Data Requirement
To recognize similar strings in Biblical texts,
we need
Syntactic analysis of the original Hebrew
and Greek texts
Synonym database of Hebrew and Greek
Both of them have already been developed
at Asia Bible Society
Asia Bible Society 13
亚洲圣经协会
Genesis 1:1
Hebrew Syntactic Treebank
亚洲圣经协会
John 1:11
Greek Syntactic Treebank
Triples
Extracted from the trees
Strings for comparison:
Text covered by each node/subtree
Similar strings:
Subtrees containing similar triples
Asia Bible Society 16
Synonyms
Database of Hebrew synonyms
Database of Greek synonyms
Asia Bible Society 17
Asia Bible Society 18
Compute Similarities Between Subtrees
Semantic space of a subtree:
The set of triples (including their synonymous
expansions) contained in the subtree
Similar subtrees
Subtrees whose semantic spaces overlap
(set intersection)
Degree of similarity
Set Intersection / Set Union
Asia Bible Society 19
Semantic Distance
= log ( Intersection / Union ) * -1
Set A = { a, b, c } Set B = { b, c, d, e }
Intersection = { b, c }
Union = { a, b, c, d, e }
Distance(A,B) = log(2/5)* -1 = 0.9162907318742
Set C = { a, b, c, d } Set D = { c, e, f, g, h }
Intersection = { c }
Union = { a, b, c, d, e, f, g, h }
Distance(C,D) = log(1/8)* -1 = 2.0794415416798
Asia Bible Society 20
Joshua 18:3 vs. Deuteronomy 4:1
Asia Bible Society 21
Semantic Space of Joshua 18:3
= { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos),
Yahweh~give(S-V),give~you(V-O), land~give(Mod) }
Semantic Space of Leviticus 4:1
= { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos),
Yahweh~give(S-V),give~you(V-O), land~give(Mod) }
Intersection
= { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos),
Yahweh~give(S-V),give~you(V-O), land~give(Mod) }
Union
= { fathers~you(Poss), God~fathers(Poss),
Yahweh~God(Appos), Yahweh~give(S-V),give~you(V-O),
land~give(Mod) }
Semantic distance = log(6/6)* -1 = 0.0
Asia Bible Society 22
Proverbs 24:12 vs. Psalms 62:13
Asia Bible Society 23
Asia Bible Society 24
Semantic Space of Psalms 14:12
= { repay~person(V-O), as~deed(P-O),deed~him(Poss),
repay~as(V-PP)}
Semantic Space of Psalms 62:1
= { reward~everyone(V-O), as~deed(P-O),deed~him(Poss),
reward~as(V-PP), you~reward(S-V)}
Intersection = { repay/reward~person/everyone(V-O),
as~deed(P-O),deed~him(Poss), repay/reward~as(V-PP)}
Union = {repay/reward~person/everyone(V-O), as~deed(P-
O),deed~him(Poss),repay/reward~as(V-PP),you~reward2(S-V) }
The computation
Pair-wise comparison of all phrases
Keep pairs with semantic distance < 9.0
1,607,721 in the database
More than 24 hours on a single machine
for the computation
Asia Bible Society 25
Matthew 22:32 vs. Acts 7:32
Asia Bible Society 26
Linking OT and NT
Hebrew OT Septuagint Greek NT
Automatic alignment
Strong number matching
Greek Strong numbers for all words in OT which
occur in NT
Match based on Greek Strong numbers
Asia Bible Society 27
Psalms 91:12 <--> Luke 4:11
Asia Bible Society 28
Search in Bible translations
Alignment between translations and original
texts
Queries in other languages queries in
Hebrew/Greek
Search always done in Hebrew/Greek
Asia Bible Society 29
Further Improvements
The results will be better if
All the references are annotated
Better alignment between the Hebrew OT
and Septuagint
Asia Bible Society 30
Conclusion
Rich linguistic knowledge (syntactic and
semantic knowledge) enables us to
compare linguistic units on the basis of
meaning rather than form, thus making
the search of Biblical texts more
intelligent.
Asia Bible Society 31

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BibleTech2010.ppt

  • 1. Andi Wu Asia Bible Society From Identical StringsFrom Identical StringsFrom Identical StringsFrom Identical Strings to Similar Stringsto Similar Stringsto Similar Stringsto Similar Strings Intelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based onIntelligent Search of Biblical Texts Based on Syntax and SemanticsSyntax and SemanticsSyntax and SemanticsSyntax and Semantics
  • 2. Original Motivation Systematic approach to Bible translation To make the translation consistent, translators need to know not only the phrases that are identical but phrases that are not identical but similar in meaning. Asia Bible Society 2
  • 3. 亚洲圣经协会 Traditional Search: Based on matches in form Same words Same word orders Intelligent Search: Based on matches in meaning Words can be different Word orders can be different Identical Strings vs. Similar StringsIdentical Strings vs. Similar StringsIdentical Strings vs. Similar StringsIdentical Strings vs. Similar Strings
  • 4. Example of Traditional Search: Concordance Genesis 1:1 ‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬‫א‬ ָ‫ר‬ ָ‫בּ‬ ‫ית‬ ִ‫אשׁ‬ ֵ‫ר‬ ְ‫בּ‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬ִ‫ֹלה‬ ֱ‫א‬‫ים‬‫ים‬‫ים‬‫ים‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת‬ ֵ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ץ‬‫ץ‬‫ץ‬‫ץ‬‫׃‬‫׃‬‫׃‬‫׃‬ Deuteronomy 31:28 ‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬‫ילוּ‬ ִ‫ה‬ ְ‫ק‬ ַ‫ה‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬ַ‫ל‬ ֵ‫א‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫ל‬ ָ‫כּ‬ ‫ת־‬ ֶ‫א‬ ‫י‬‫־‬‫־‬‫־‬‫־‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬‫ם‬ ֶ‫יכ‬ ֵ‫ט‬ ְ‫ב‬ ִ‫שׁ‬ ‫י‬ֵ‫נ‬ ְ‫ק‬ִ‫ז‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬ֶ‫יכ‬ ֵ‫ר‬ ְ‫ֹט‬‫שׁ‬ ְ‫ו‬‫ם‬‫ם‬‫ם‬‫ם‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬ַ‫ד‬ ֲ‫א‬ ַ‫ו‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬‫ה‬ ָ‫ר‬ ְ‫בּ‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬ֶ‫יה‬ֵ‫נ‬ ְ‫ז‬ ָ‫א‬ ְ‫ב‬‫ם‬‫ם‬‫ם‬‫ם‬ ‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬‫ים‬ ִ‫ר‬ ָ‫ב‬ ְ‫דּ‬ ַ‫ה‬ ‫ת‬ ֵ‫א‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֵ‫א‬ ָ‫ה‬ֶ‫לּ‬ֶ‫לּ‬ֶ‫לּ‬ֶ‫לּ‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬ִ‫ע‬ ָ‫א‬ ְ‫ו‬ ‫ה‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬‫ם‬ ָ‫בּ‬ ‫ה‬ ָ‫יד‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫׃‬‫׃‬‫׃‬‫׃‬ Jeremiah 23:24 ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬ָ‫ה‬ ֲ‫א‬‫הּ‬‫הּ‬‫הּ‬‫הּ‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬ָ‫ֹנ‬‫ד‬ ֲ‫א‬‫י‬‫י‬‫י‬‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬ִ‫הו‬ְ‫י‬‫ה‬‫ה‬‫ה‬‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬‫ה‬ ֵ‫נּ‬ ִ‫ה‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫תּ‬ ַ‫א‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ָ‫ית‬ ִ‫שׂ‬ ָ‫ע‬ ‫ה‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬ ‫ם‬ִ‫י‬‫ץ‬‫ץ‬‫ץ‬‫ץ‬ ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬ֹ‫כ‬ ְ‫בּ‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ָך‬ ֲ‫ֹע‬‫ר‬ ְ‫ז‬ ִ‫וּב‬ ‫דוֹל‬ָ‫גּ‬ ַ‫ה‬ ‫ָך‬ ֲ‫ח‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ט‬ְ‫נּ‬ ַ‫ה‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬‫ה‬ָ‫וּי‬ֹ ‫ל‬ֹ ‫ל‬ֹ ‫ל‬ֹ ‫ל‬‫א־‬‫א־‬‫א־‬‫א־‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ָ‫פּ‬ִ‫י‬ֵ‫ל‬ֵ‫ל‬ֵ‫ל‬ֵ‫ל‬‫א‬‫א‬‫א‬‫א‬ִ‫מ‬ִ‫מ‬ִ‫מ‬ִ‫מ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬‫ָך‬ ְ‫מּ‬ָ‫כּ‬ָ‫כּ‬ָ‫כּ‬ָ‫כּ‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬‫ר׃‬ ָ‫ב‬ ָ‫דּ‬ ‫ל־‬ Haggai 2:21 ‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬‫ֹר‬‫מ‬ ֱ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬‫ל־‬‫ל־‬‫ל־‬‫ל־‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬ָ‫בּ‬ ֻ‫ר‬ ְ‫ז‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬‫ל‬ ֶ‫ב‬ַ‫פּ‬ַ‫פּ‬ַ‫פּ‬ַ‫פּ‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ָ‫הוּד‬ְ‫י‬ ‫ת־‬ ַ‫ח‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬ֹ‫מ‬‫א‬ ֵ‫ל‬ ‫ה‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬‫ישׁ‬ ִ‫ע‬ ְ‫ר‬ ַ‫מ‬ ‫י‬ִ‫נ‬ ֲ‫א‬ ‫ר‬ֶ‫א‬ֶ‫א‬ֶ‫א‬ֶ‫א‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬‫ם‬ִ‫י‬ ַ‫מ‬ ָ‫שּׁ‬ ַ‫ה‬ ‫ת־‬ ‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫ץ‬ ֶ‫ר‬ ָ‫א‬ ָ‫ה‬ ‫ת־‬ ֶ‫א‬ ְ‫ו‬‫׃‬‫׃‬‫׃‬‫׃‬ Asia Bible Society 4
  • 5. 亚洲圣经协会 Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:Example of Similar Strings: Same words in different orders Jeremiah 2:1 Ezekiel 24:20
  • 6. 亚洲圣经协会 Example of Similar Strings:Example of Similar Strings:Example of Similar Strings:Example of Similar Strings: Different words in different orders Proverbs 1:7 Psalms 111:10
  • 7. Similar Strings Strings that are similar in meaning Similar words in similar syntactic relationships Need in Bible translation Asia Bible Society 7
  • 8. The importance of Syntactic Relations Similar strings != strings containing similar words The same words in different syntactic relations can mean very different things An old man with a dog chased a young lady with an umbrella. vs. An old lady with a dog chased a young man with an umbrella. Asia Bible Society 8
  • 9. Semantic Units of Sentences Triples: dependency relationships between two words e.g. In the beginning God created the heavens and the earth. God – create ( subject-verb) create – heavens (verb-object) create – earth (verb-object) create – in the beginning (verb-adverbial) heavens – earth (conjunction). Asia Bible Society 9
  • 10. Different Strings With the Same Triples God created the heavens and the earth. The heavens and the earth were created by God. God created the heavens and He created the earth. It is God who created the heavens and the earth. God – create ( subject-verb) create – heavens (verb-object) create – earth (verb-object) heavens – earth (conjunction). Asia Bible Society 10
  • 11. Different Strings With Similar Triples God created man in his own image. Adam is the man that God created. Man was created by God on the sixth day. I am a man created by God. Triples in common: God – create ( subject-verb) create – man (verb-object) Asia Bible Society 11
  • 12. Similar Triples With Different Words His troops were annihilated. His army was destroyed. His forces were wiped out. annihilate troops destroy army (verb-object) wipe-out forces Asia Bible Society 12
  • 13. Data Requirement To recognize similar strings in Biblical texts, we need Syntactic analysis of the original Hebrew and Greek texts Synonym database of Hebrew and Greek Both of them have already been developed at Asia Bible Society Asia Bible Society 13
  • 16. Triples Extracted from the trees Strings for comparison: Text covered by each node/subtree Similar strings: Subtrees containing similar triples Asia Bible Society 16
  • 17. Synonyms Database of Hebrew synonyms Database of Greek synonyms Asia Bible Society 17
  • 19. Compute Similarities Between Subtrees Semantic space of a subtree: The set of triples (including their synonymous expansions) contained in the subtree Similar subtrees Subtrees whose semantic spaces overlap (set intersection) Degree of similarity Set Intersection / Set Union Asia Bible Society 19
  • 20. Semantic Distance = log ( Intersection / Union ) * -1 Set A = { a, b, c } Set B = { b, c, d, e } Intersection = { b, c } Union = { a, b, c, d, e } Distance(A,B) = log(2/5)* -1 = 0.9162907318742 Set C = { a, b, c, d } Set D = { c, e, f, g, h } Intersection = { c } Union = { a, b, c, d, e, f, g, h } Distance(C,D) = log(1/8)* -1 = 2.0794415416798 Asia Bible Society 20
  • 21. Joshua 18:3 vs. Deuteronomy 4:1 Asia Bible Society 21
  • 22. Semantic Space of Joshua 18:3 = { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos), Yahweh~give(S-V),give~you(V-O), land~give(Mod) } Semantic Space of Leviticus 4:1 = { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos), Yahweh~give(S-V),give~you(V-O), land~give(Mod) } Intersection = { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos), Yahweh~give(S-V),give~you(V-O), land~give(Mod) } Union = { fathers~you(Poss), God~fathers(Poss), Yahweh~God(Appos), Yahweh~give(S-V),give~you(V-O), land~give(Mod) } Semantic distance = log(6/6)* -1 = 0.0 Asia Bible Society 22
  • 23. Proverbs 24:12 vs. Psalms 62:13 Asia Bible Society 23
  • 24. Asia Bible Society 24 Semantic Space of Psalms 14:12 = { repay~person(V-O), as~deed(P-O),deed~him(Poss), repay~as(V-PP)} Semantic Space of Psalms 62:1 = { reward~everyone(V-O), as~deed(P-O),deed~him(Poss), reward~as(V-PP), you~reward(S-V)} Intersection = { repay/reward~person/everyone(V-O), as~deed(P-O),deed~him(Poss), repay/reward~as(V-PP)} Union = {repay/reward~person/everyone(V-O), as~deed(P- O),deed~him(Poss),repay/reward~as(V-PP),you~reward2(S-V) }
  • 25. The computation Pair-wise comparison of all phrases Keep pairs with semantic distance < 9.0 1,607,721 in the database More than 24 hours on a single machine for the computation Asia Bible Society 25
  • 26. Matthew 22:32 vs. Acts 7:32 Asia Bible Society 26
  • 27. Linking OT and NT Hebrew OT Septuagint Greek NT Automatic alignment Strong number matching Greek Strong numbers for all words in OT which occur in NT Match based on Greek Strong numbers Asia Bible Society 27
  • 28. Psalms 91:12 <--> Luke 4:11 Asia Bible Society 28
  • 29. Search in Bible translations Alignment between translations and original texts Queries in other languages queries in Hebrew/Greek Search always done in Hebrew/Greek Asia Bible Society 29
  • 30. Further Improvements The results will be better if All the references are annotated Better alignment between the Hebrew OT and Septuagint Asia Bible Society 30
  • 31. Conclusion Rich linguistic knowledge (syntactic and semantic knowledge) enables us to compare linguistic units on the basis of meaning rather than form, thus making the search of Biblical texts more intelligent. Asia Bible Society 31