This document discusses English grammar concepts including morphology, word classes, and sentence structure. It defines parts of speech and describes how words are categorized. Noun and verb inflections are explained using examples. The roles of determiners, adjectives, prepositions and other closed class words are outlined. Sentence level constructs like declarative, imperative, and question structures are covered. Modification rules for noun phrases, including prenominal and postnominal modifiers, are provided. Verb subcategorization and the different complements verbs can take are also described.
The document discusses morphological processes in language. It defines morphemes as the smallest units of meaning in a language. There are lexical morphemes like nouns, verbs, adjectives which convey core meaning, and grammatical morphemes like affixes that express grammatical relationships. Word classes are discussed, with examples of how nouns, verbs, adjectives behave. The document also covers morphological processes like derivation, modification and suppletion that form new words or change word forms.
The document discusses different types of morphemes and their functions in English word formation. It defines morphemes as the minimal units of meaning that combine to form words. There are different types of morphemes including bound morphemes (prefixes, suffixes), free morphemes, root morphemes, derivational morphemes, and inflectional morphemes. The document also discusses how words are formed by combining morphemes and provides examples to illustrate the different types of morpheme combinations.
This document provides an introduction to the structure of the English language. It discusses analyzing language at various levels, including words, meanings, syntax, morphology, sounds, and written forms. Some key points:
- Morphology is the study of how morphemes (the smallest units of meaning) are combined to form words. Morphemes can be free-standing words or affixes like prefixes and suffixes.
- Words are organized into classes (parts of speech) based on how they function in phrases, clauses, and sentences. The main classes are nouns, verbs, adjectives, adverbs, prepositions, conjunctions, and pronouns.
- Closed word classes like determin
Morphology is the study of words and their meaningful parts, called morphemes. Morphemes are the smallest units of meaning that cannot be broken down further while retaining meaning. There are two types of morphemes: free morphemes, which can stand alone as words, and bound morphemes, which must be attached to other morphemes. Bound morphemes are classified as either derivational or inflectional based on how they change the word. Derivational morphemes can change the part of speech or meaning of the word, while inflectional morphemes change grammatical properties like number, tense or case without altering the core meaning. Together, morphemes form words and convey meaning
This document provides an overview of morphology, including:
1. Definitions of key terms like morphology, morpheme, morph, and allomorph.
2. A brief history of the study of morphology from ancient grammarians to its modern conception.
3. Explanations of different types of morphemes like free vs bound and derivational vs inflectional.
4. Diagrams illustrating the classification of morphemes and relationship between morphs, morphemes, and allomorphs.
5. Links to online lectures and research articles on topics like the effect of morphology on word understanding and second language vocabulary.
Morphology is the study of how words are structured and formed from smaller units of meaning called morphemes. Morphemes can be free-standing words or bound affixes. The document discusses morphological processes in English such as derivation, compounding, and conversion that form new words from existing morphemes. Suffixes and prefixes are provided as examples of derivational morphemes that can change a word's part of speech or meaning.
The document provides an overview of morphology, including:
- A brief history of morphology from ancient Sanskrit grammarians to its modern definition.
- Key concepts in morphology like morphemes, free vs bound morphemes, inflection vs derivation, and various word formation processes.
- The importance of studying morphology for reading comprehension and vocabulary development.
- Types of words according to their morpheme structure, including simple, complex, and compound words.
The document discusses English syntax and describes the four main groups of syntactic structures. It explains that words can be combined into larger structures to convey various meanings. The structures are formed by combining two or fewer words and can be divided into constituents. Some examples of structures provided are noun phrases and verb phrases. The rest of the document elaborates on different types of syntactic structures such as modification structures, appositives, verbs as modifiers, adverbs as noun modifiers, and prepositional phrases as modifiers. It also provides examples and diagrams to illustrate syntactic heads and dependents.
The document discusses morphological processes in language. It defines morphemes as the smallest units of meaning in a language. There are lexical morphemes like nouns, verbs, adjectives which convey core meaning, and grammatical morphemes like affixes that express grammatical relationships. Word classes are discussed, with examples of how nouns, verbs, adjectives behave. The document also covers morphological processes like derivation, modification and suppletion that form new words or change word forms.
The document discusses different types of morphemes and their functions in English word formation. It defines morphemes as the minimal units of meaning that combine to form words. There are different types of morphemes including bound morphemes (prefixes, suffixes), free morphemes, root morphemes, derivational morphemes, and inflectional morphemes. The document also discusses how words are formed by combining morphemes and provides examples to illustrate the different types of morpheme combinations.
This document provides an introduction to the structure of the English language. It discusses analyzing language at various levels, including words, meanings, syntax, morphology, sounds, and written forms. Some key points:
- Morphology is the study of how morphemes (the smallest units of meaning) are combined to form words. Morphemes can be free-standing words or affixes like prefixes and suffixes.
- Words are organized into classes (parts of speech) based on how they function in phrases, clauses, and sentences. The main classes are nouns, verbs, adjectives, adverbs, prepositions, conjunctions, and pronouns.
- Closed word classes like determin
Morphology is the study of words and their meaningful parts, called morphemes. Morphemes are the smallest units of meaning that cannot be broken down further while retaining meaning. There are two types of morphemes: free morphemes, which can stand alone as words, and bound morphemes, which must be attached to other morphemes. Bound morphemes are classified as either derivational or inflectional based on how they change the word. Derivational morphemes can change the part of speech or meaning of the word, while inflectional morphemes change grammatical properties like number, tense or case without altering the core meaning. Together, morphemes form words and convey meaning
This document provides an overview of morphology, including:
1. Definitions of key terms like morphology, morpheme, morph, and allomorph.
2. A brief history of the study of morphology from ancient grammarians to its modern conception.
3. Explanations of different types of morphemes like free vs bound and derivational vs inflectional.
4. Diagrams illustrating the classification of morphemes and relationship between morphs, morphemes, and allomorphs.
5. Links to online lectures and research articles on topics like the effect of morphology on word understanding and second language vocabulary.
Morphology is the study of how words are structured and formed from smaller units of meaning called morphemes. Morphemes can be free-standing words or bound affixes. The document discusses morphological processes in English such as derivation, compounding, and conversion that form new words from existing morphemes. Suffixes and prefixes are provided as examples of derivational morphemes that can change a word's part of speech or meaning.
The document provides an overview of morphology, including:
- A brief history of morphology from ancient Sanskrit grammarians to its modern definition.
- Key concepts in morphology like morphemes, free vs bound morphemes, inflection vs derivation, and various word formation processes.
- The importance of studying morphology for reading comprehension and vocabulary development.
- Types of words according to their morpheme structure, including simple, complex, and compound words.
The document discusses English syntax and describes the four main groups of syntactic structures. It explains that words can be combined into larger structures to convey various meanings. The structures are formed by combining two or fewer words and can be divided into constituents. Some examples of structures provided are noun phrases and verb phrases. The rest of the document elaborates on different types of syntactic structures such as modification structures, appositives, verbs as modifiers, adverbs as noun modifiers, and prepositional phrases as modifiers. It also provides examples and diagrams to illustrate syntactic heads and dependents.
Morphology is the study of word structures and formation. Words are made up of smaller meaningful units called morphemes, which can be free or bound. Free morphemes can stand alone as words, while bound morphemes need to be attached to other morphemes. Words are formed through processes like prefixation, suffixation, compounding, conversion and others. Understanding morphemes and their combinations reveals the internal structures of words.
The document discusses different perspectives on grammar including:
1. Traditional grammar which labels grammatical categories like nouns, verbs, and tenses.
2. Descriptive grammar which collects language samples and describes structures as they are used rather than how they should be used. This includes structural analysis and labeled bracketed sentences.
3. Generative grammar which has rules to generate all grammatical sentences of a language and aims to capture properties like recursion. It distinguishes between deep and surface structures.
This document discusses criteria for classifying words into categories such as nouns, verbs, adjectives, etc. It outlines morphological, morpho-syntactic, syntactic, and semantic criteria. Morphological criteria examines a word's inflectional suffixes. Morpho-syntactic criteria looks at suffixes that indicate information like number, case, tense. Syntactic criteria considers a word's position and phrases. Semantic criteria encompasses a word's meaning and how speakers use words in speech acts like asserting or commanding. Reliable definitions of word classes are based on these formal criteria rather than just meaning alone.
The document discusses morphology, which is the study of the internal structure of words and the rules for word formation. It covers key concepts such as morphemes, the minimal units of meaning; free and bound morphemes; inflectional and derivational morphology; and processes of word formation including compounding, blending, clipping, and others. Examples are provided to illustrate different morphological concepts and rules.
This document discusses morphology, which is the study of word formation. It explains the different types of morphemes that can be used to form words, including roots, prefixes, suffixes, infixes, suprafixes, and reduplicatives. Additive morphemes like roots, prefixes, and suffixes are added onto a word to change its meaning. The document provides many examples of different morphemes and how they combine to form new words. Students are expected to understand word formation, give examples of each type of morpheme, and explain how morphemes are used to construct new words.
The document discusses morphology, which is the study of word forms and formation. It defines morphemes as the smallest units of meaning or function. Words can be composed of one or more free or bound morphemes. It also discusses derivational and inflectional morphemes, and how they differ in terms of meaning and category changes. Examples are provided to illustrate morphological concepts.
This document provides an introduction to morphology, the study of word structure. It discusses the basic units of meaning in words called morphemes, including roots, stems, prefixes, suffixes, and other affixes. It explains the difference between inflectional and derivational morphology. Inflectional morphology involves changes that indicate grammatical information like number, tense, or case, while derivational morphology derives new words and can change a word's class. The document also covers topics like allomorphy, where a single morpheme can have variable phonetic forms depending on context.
Morphological processes involve the internal structure of words. There are two main types of morphological processes: [1] affixation, which involves adding prefixes or suffixes to free or bound morphemes, and [2] other word formations like compounding, reduplication, and clipping. Affixation can be inflectional, which changes word form without altering word class or meaning, or derivational, which alters word class or meaning. Some examples of morphological processes in English include adding -s for plural nouns, -ed for past tense verbs, and prefixes like un- or re- to change a word's meaning. Morphology is the study of these word formation rules and patterns.
Morphology is the study of the internal structure of words and how they are formed. A key concept in morphology is the morpheme, which is the smallest unit of meaning. Words are made up of combinations of morphemes. There are two main types of morphemes - roots, which belong to a lexical category like noun or verb, and affixes, which cannot stand alone and are used to derive new words or indicate grammatical functions like plurality. Languages organize words into lexical categories based on their meaning and function. Morphological analysis involves identifying the morphemes within words, including any affixes and their positions, to understand a word's structure and relationship to other words.
This document discusses the structure of words in morphology. It defines words, morphemes, and different types of morphemes. There are free and bound morphemes. Lexical morphemes convey meaning while grammatical morphemes provide grammatical information. Derivational affixes create new words while inflectional affixes create word forms. Allomorphs are variant forms of morphemes. The structure of words can be analyzed down to the morpheme level. There is no definite longest word in English because new complex words can always be created by combining morphemes.
This document discusses the essential morphosyntactic elements of the English language, including morphemes, word classes, syntax, and sentence structures. It also outlines approaches for progressively developing students' oral and written communication skills in English, starting with basic vocabulary and controlled practice activities before moving to more free production.
The document discusses the key elements of syntax in the English language, including inflectional and derivational paradigms, intonation patterns, word order, and function words. It examines how these elements are used to classify words into classes and analyze syntactic combinations. Specific examples are provided to illustrate inflectional changes in nouns, verbs, adjectives and other parts of speech, as well as common derivational suffixes.
The document discusses various methods used by structural linguists to analyze the syntax of English, including analyzing words based on inflectional paradigms, derivational paradigms, intonation patterns, word order, and function words. It describes analyzing sentences by dividing them into immediate constituents and identifying noun phrases, verb phrases, and other phrase types. It also discusses analyzing sentences based on basic sentence patterns and expanding the relationships between parts.
This document provides an overview of morphosyntax, which is the study of morphology and syntax. It discusses how words are formed through processes like affixation, conversion, and compounding. Morphemes, the smallest units of meaning, are explained as free or bound. Inflectional morphology and allomorphy are also covered. Exercises are provided to have students identify morphemes, their functions, and forms of the same lexeme.
Morphology is the study of word structure and formation. It analyzes the morphemic structure of words. A morpheme is the smallest unit of meaning, and words can consist of free morphemes that can stand alone or bound morphemes that cannot. There are two main types of bound morphemes: derivational morphemes that change a word's meaning or class, and inflectional morphemes that change grammatical information without altering meaning. Words are formed through processes like affixation, compounding, reduplication, blending, and others. Understanding morphology helps with reading comprehension and vocabulary development.
The document discusses morphology and its implications for teaching reading and second language acquisition. It covers topics such as morphemes, word formation processes, content and function words, and the development of academic vocabulary. Specifically, it discusses how understanding morphology can help teachers aid students in comprehending and spelling English, how words are formed from smaller units called morphemes, and how knowing a word involves understanding its related forms and usage.
This document provides an overview of morphological structure in English words. It discusses morphemes, their classification and identification. Specifically, it defines morphemes, allomorphs, and different types of morphemes. It also explains the relationships between morphemes, roots, stems, bases and affixes in word formation. Key points covered include the differences between free and bound morphemes, derivational and inflectional morphemes, and content/lexical versus grammatical morphemes. Examples are provided to illustrate morphological analysis and identification of morphemes in words.
English grammar refers to the rules and conventions for usage in the English language. It includes the structure of words, phrases, clauses and sentences. There are eight main word classes in English: nouns, determiners, pronouns, verbs, adjectives, adverbs, prepositions and conjunctions. Nouns form the largest word class. Unlike many other languages, English nouns do not have grammatical gender.
Natural language processing (NLP) is focused on developing systems that allow computers to communicate with humans using everyday language. NLP involves computational methods to aid understanding of human language. Communication for both speakers and hearers involves processes like intention, generation, perception, analysis, syntactic interpretation, semantic interpretation, and pragmatic interpretation. Natural language is highly ambiguous and must be disambiguated at syntax, semantics, and pragmatics levels. Ambiguities compound and generate many possible interpretations. Both top-down and bottom-up parsing are used to analyze syntax, but explore search spaces differently.
Natural language processing (NLP) analyzes, understands, and generates human language. It uses computational techniques to process natural language text. NLP aims to make computers learn human language rather than requiring humans to learn computer languages. Key techniques include statistical learning methods to automatically learn grammar and semantics from large datasets. The future of NLP is closely tied to advances in artificial intelligence.
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Similar to Natural Language Processing- English Grammar
Morphology is the study of word structures and formation. Words are made up of smaller meaningful units called morphemes, which can be free or bound. Free morphemes can stand alone as words, while bound morphemes need to be attached to other morphemes. Words are formed through processes like prefixation, suffixation, compounding, conversion and others. Understanding morphemes and their combinations reveals the internal structures of words.
The document discusses different perspectives on grammar including:
1. Traditional grammar which labels grammatical categories like nouns, verbs, and tenses.
2. Descriptive grammar which collects language samples and describes structures as they are used rather than how they should be used. This includes structural analysis and labeled bracketed sentences.
3. Generative grammar which has rules to generate all grammatical sentences of a language and aims to capture properties like recursion. It distinguishes between deep and surface structures.
This document discusses criteria for classifying words into categories such as nouns, verbs, adjectives, etc. It outlines morphological, morpho-syntactic, syntactic, and semantic criteria. Morphological criteria examines a word's inflectional suffixes. Morpho-syntactic criteria looks at suffixes that indicate information like number, case, tense. Syntactic criteria considers a word's position and phrases. Semantic criteria encompasses a word's meaning and how speakers use words in speech acts like asserting or commanding. Reliable definitions of word classes are based on these formal criteria rather than just meaning alone.
The document discusses morphology, which is the study of the internal structure of words and the rules for word formation. It covers key concepts such as morphemes, the minimal units of meaning; free and bound morphemes; inflectional and derivational morphology; and processes of word formation including compounding, blending, clipping, and others. Examples are provided to illustrate different morphological concepts and rules.
This document discusses morphology, which is the study of word formation. It explains the different types of morphemes that can be used to form words, including roots, prefixes, suffixes, infixes, suprafixes, and reduplicatives. Additive morphemes like roots, prefixes, and suffixes are added onto a word to change its meaning. The document provides many examples of different morphemes and how they combine to form new words. Students are expected to understand word formation, give examples of each type of morpheme, and explain how morphemes are used to construct new words.
The document discusses morphology, which is the study of word forms and formation. It defines morphemes as the smallest units of meaning or function. Words can be composed of one or more free or bound morphemes. It also discusses derivational and inflectional morphemes, and how they differ in terms of meaning and category changes. Examples are provided to illustrate morphological concepts.
This document provides an introduction to morphology, the study of word structure. It discusses the basic units of meaning in words called morphemes, including roots, stems, prefixes, suffixes, and other affixes. It explains the difference between inflectional and derivational morphology. Inflectional morphology involves changes that indicate grammatical information like number, tense, or case, while derivational morphology derives new words and can change a word's class. The document also covers topics like allomorphy, where a single morpheme can have variable phonetic forms depending on context.
Morphological processes involve the internal structure of words. There are two main types of morphological processes: [1] affixation, which involves adding prefixes or suffixes to free or bound morphemes, and [2] other word formations like compounding, reduplication, and clipping. Affixation can be inflectional, which changes word form without altering word class or meaning, or derivational, which alters word class or meaning. Some examples of morphological processes in English include adding -s for plural nouns, -ed for past tense verbs, and prefixes like un- or re- to change a word's meaning. Morphology is the study of these word formation rules and patterns.
Morphology is the study of the internal structure of words and how they are formed. A key concept in morphology is the morpheme, which is the smallest unit of meaning. Words are made up of combinations of morphemes. There are two main types of morphemes - roots, which belong to a lexical category like noun or verb, and affixes, which cannot stand alone and are used to derive new words or indicate grammatical functions like plurality. Languages organize words into lexical categories based on their meaning and function. Morphological analysis involves identifying the morphemes within words, including any affixes and their positions, to understand a word's structure and relationship to other words.
This document discusses the structure of words in morphology. It defines words, morphemes, and different types of morphemes. There are free and bound morphemes. Lexical morphemes convey meaning while grammatical morphemes provide grammatical information. Derivational affixes create new words while inflectional affixes create word forms. Allomorphs are variant forms of morphemes. The structure of words can be analyzed down to the morpheme level. There is no definite longest word in English because new complex words can always be created by combining morphemes.
This document discusses the essential morphosyntactic elements of the English language, including morphemes, word classes, syntax, and sentence structures. It also outlines approaches for progressively developing students' oral and written communication skills in English, starting with basic vocabulary and controlled practice activities before moving to more free production.
The document discusses the key elements of syntax in the English language, including inflectional and derivational paradigms, intonation patterns, word order, and function words. It examines how these elements are used to classify words into classes and analyze syntactic combinations. Specific examples are provided to illustrate inflectional changes in nouns, verbs, adjectives and other parts of speech, as well as common derivational suffixes.
The document discusses various methods used by structural linguists to analyze the syntax of English, including analyzing words based on inflectional paradigms, derivational paradigms, intonation patterns, word order, and function words. It describes analyzing sentences by dividing them into immediate constituents and identifying noun phrases, verb phrases, and other phrase types. It also discusses analyzing sentences based on basic sentence patterns and expanding the relationships between parts.
This document provides an overview of morphosyntax, which is the study of morphology and syntax. It discusses how words are formed through processes like affixation, conversion, and compounding. Morphemes, the smallest units of meaning, are explained as free or bound. Inflectional morphology and allomorphy are also covered. Exercises are provided to have students identify morphemes, their functions, and forms of the same lexeme.
Morphology is the study of word structure and formation. It analyzes the morphemic structure of words. A morpheme is the smallest unit of meaning, and words can consist of free morphemes that can stand alone or bound morphemes that cannot. There are two main types of bound morphemes: derivational morphemes that change a word's meaning or class, and inflectional morphemes that change grammatical information without altering meaning. Words are formed through processes like affixation, compounding, reduplication, blending, and others. Understanding morphology helps with reading comprehension and vocabulary development.
The document discusses morphology and its implications for teaching reading and second language acquisition. It covers topics such as morphemes, word formation processes, content and function words, and the development of academic vocabulary. Specifically, it discusses how understanding morphology can help teachers aid students in comprehending and spelling English, how words are formed from smaller units called morphemes, and how knowing a word involves understanding its related forms and usage.
This document provides an overview of morphological structure in English words. It discusses morphemes, their classification and identification. Specifically, it defines morphemes, allomorphs, and different types of morphemes. It also explains the relationships between morphemes, roots, stems, bases and affixes in word formation. Key points covered include the differences between free and bound morphemes, derivational and inflectional morphemes, and content/lexical versus grammatical morphemes. Examples are provided to illustrate morphological analysis and identification of morphemes in words.
English grammar refers to the rules and conventions for usage in the English language. It includes the structure of words, phrases, clauses and sentences. There are eight main word classes in English: nouns, determiners, pronouns, verbs, adjectives, adverbs, prepositions and conjunctions. Nouns form the largest word class. Unlike many other languages, English nouns do not have grammatical gender.
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Natural language processing (NLP) is focused on developing systems that allow computers to communicate with humans using everyday language. NLP involves computational methods to aid understanding of human language. Communication for both speakers and hearers involves processes like intention, generation, perception, analysis, syntactic interpretation, semantic interpretation, and pragmatic interpretation. Natural language is highly ambiguous and must be disambiguated at syntax, semantics, and pragmatics levels. Ambiguities compound and generate many possible interpretations. Both top-down and bottom-up parsing are used to analyze syntax, but explore search spaces differently.
Natural language processing (NLP) analyzes, understands, and generates human language. It uses computational techniques to process natural language text. NLP aims to make computers learn human language rather than requiring humans to learn computer languages. Key techniques include statistical learning methods to automatically learn grammar and semantics from large datasets. The future of NLP is closely tied to advances in artificial intelligence.
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The document discusses different types of grammars including natural languages, music, art, design, mathematics, logic, and programming. It specifically focuses on shape grammars which are used to generate and analyze spatial designs. Shape grammars consist of a finite vocabulary of shapes and symbols, composition rules, and an initial starting shape. The document provides examples of how shape grammars can be used to generate designs through successive applications of rules, and discusses their use in analyzing architectural styles.
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Augmented Reality (AR) Image Tracking is a technology that enables AR applications to recognize and track images in the real world, overlaying digital content onto them. This enhances the user's interaction with their environment by providing additional information and interactive elements directly tied to physical images.
Atelier - Innover avec l’IA Générative et les graphes de connaissancesNeo4j
Atelier - Innover avec l’IA Générative et les graphes de connaissances
Allez au-delà du battage médiatique autour de l’IA et découvrez des techniques pratiques pour utiliser l’IA de manière responsable à travers les données de votre organisation. Explorez comment utiliser les graphes de connaissances pour augmenter la précision, la transparence et la capacité d’explication dans les systèmes d’IA générative. Vous partirez avec une expérience pratique combinant les relations entre les données et les LLM pour apporter du contexte spécifique à votre domaine et améliorer votre raisonnement.
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Enterprise Resource Planning System includes various modules that reduce any business's workload. Additionally, it organizes the workflows, which drives towards enhancing productivity. Here are a detailed explanation of the ERP modules. Going through the points will help you understand how the software is changing the work dynamics.
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Flutter is a popular open source, cross-platform framework developed by Google. In this webinar we'll explore Flutter and its architecture, delve into the Flutter Embedder and Flutter’s Dart language, discover how to leverage Flutter for embedded device development, learn about Automotive Grade Linux (AGL) and its consortium and understand the rationale behind AGL's choice of Flutter for next-gen IVI systems. Don’t miss this opportunity to discover whether Flutter is right for your project.
3. Basics of Morphology
Morpheme = "minimal meaning-bearing unit in a language"
e.g. cats, cat, -s
• Non-Concatenative Morphology
– templatic morphology: modify word templates
– Hebrew: lmd (study, learn) - limed ("he taught") - lumad
("he was taught")
• Concatenative Morphology
– word stem + prefix + suffix (+ infix + circumfix)
• Inflectional Morphology
– word stem + grammatical morpheme; same word class; cat+s
• Derivational Morphology
– word stem + grammat. morpheme; other word class; mob+b+ing
4. Inflectional Morphology
Inflectional Morphology
word stem + grammatical morpheme cat+s
only for nouns, verbs, and some adjectives
• Nouns
– plural:
regular: +s, +es irregular: mouse - mice; ox - oxen
rules for exceptions: e.g. -y -> -ies like: butterfly - butterflies
– possessive: +'s, +'
• Verbs
– main verbs (sleep, eat, walk)
– modal verbs (can, will, should)
– primary verbs (be, have, do)
5. Inflectional Morphology (verbs)
Verb Inflections only for:
main verbs (sleep, eat, walk); primary verbs (be, have, do)
Morpholog. Form Regularly Inflected Form
• stem walk merge try map
• -s form walks merges tries maps
• -ing participle walking merging trying mapping
• past; -ed participle walked merged tried mapped
Morph. Form Irregularly Inflected Form
• stem eat catch cut
• -s form eats catches cuts
• -ing participle eating catching cutting
• -ed past ate caught cut
• -ed participle eaten caught cut
6. Inflectional and Derivational Morphology
(adjectives)
Adjective Inflections and Derivations:
• prefix un- unhappy adjective, negation
• suffix -ly happily adverb, mode
-er happier adjective, comparative 1
-est happiest adjective, comparative 2
• suffix -ness happiness noun
plus combinations, like unhappiest, unhappiness.
Distinguish different adjective classes, which can or cannot
take certain inflectional or derivational forms, e.g. no
negation for big.
7. Morphological Processing
• Knowledge
– lexical entry: stem plus possible prefixes, suffixes plus
word classes, e.g. endings for verb forms (see tables
above)
– rules: how to combine stem and affixes, e.g. add s to
form plural of noun as in dogs
– orthographic rules: spelling, e.g. double consonant as
in mapping
• Processing: Finite State Transducers
– take information above and analyze word token /
generate word form
13. Word Classes
Sort words into categories according to:
• morphological properties
Which types of morphological forms do they take?
e.g. form plural: noun+s; 3rd person: verb+s
• distributional properties
What other words or phrases can occur nearby?
e.g. possessive pronoun before noun
• semantic coherence
Classify according to similar semantic type.
e.g. nouns refer to object-like entities
14. Open vs. Closed Word Classes
Open Class Types
The set of words in these classes can
change over time, with the development of
the language, e.g. spaghetti and download
Open Class Types:
nouns, verbs, adjectives, adverbs
15. Open vs. Closed Word Classes
Closed Class Types
The set of words in these classes are very
much determined and hardly ever change
for one language.
Closed Class Types:
prepositions, determiners, pronouns,
conjunctions, auxiliary verbs, particles,
numerals
16. Open Class Words: Nouns
Nouns
denote objects, concepts, entities, events
Proper Nouns
Names for specific individual objects, entities
e.g. the Eiffel Tower, Dr. Kemke
Common Nouns
Names for categories, classes, abstracts, events
e.g. fruit, banana, table, freedom, sleep, race, ...
Count Nouns
enumerable entities, e.g. two bananas
Mass Nouns
not countable items, e.g. water, salt, freedom
17. Open Class Words: Verbs
Verbs
denote actions, processes, and states
e.g. smoke, dream, rest, run
several morphological forms, e.g.
non-3rd person - eat
3rd person - eats
progressive/ - eating
present participle/
gerundive
past participle - eaten
simple past - ate
18. Open Class Words: Verbs (2)
Verbs - use of morphological forms, examples:
non-3rd person eat I eat. We eat. They eat.
3rd person eats He eats. She eats. It eats.
progressive eating He is eating.
He will be eating.
He has been eating.
e.g. present participle He is eating.
gerundive Eating scorpions [NP] is
common in China.
use as adjective Eating children [NP] are
common at McDonalds.
past participle eaten He has eaten the scorpion.
The scorpion was eaten.
simple past ate He ate the scorpion.
19. Open Class Words: Adjectives
Adjectives
denote qualities or properties of objects
e.g. heavy, blue, content
most languages have concepts for
colour - white, green, ...
age - young, old, ...
value - good, bad, ...
not all languages have adjectives as separate class
20. Open Class Words: Adverbs 1
Adverbs
denote modifications of actions (verbs) or qualities
(adjectives)
e.g. walk slowly or heavily drunk
Directional or Locational adverbs
specify direction or location
e.g. go home, stay here
21. Open Class Words: Adverbs 2
Degree Adverbs
specify extent of process, action, property
e.g. extremely slow, very modest
Manner Adverbs
specify manner of action or process
e.g. walk slowly, run fast
Temporal Adverbs
specify time of event or action
e.g. yesterday, Monday
22. Closed Word Classes
Closed Class Types:
Prepositions: on, under, over, at, from, to, with, ...
Determiners: a, an, the, ...
Pronouns: he, she, it, his, her, who, I, ...
Conjunctions: and, or, as, if, when, ...
Auxiliary verbs: can, may, should, are, …
Particles: up, down, on, off, in, out, …
Numerals: one, two, three, ..., first, second, ...
23. Closed Word Class: Prepositions
Prepositions
occur before noun phrases;
describe relations;
often spatial or temporal relations
e.g. on the table spatial
in two hours temporal
24. Closed Word Class: Pronouns
Pronouns
reference to entities, events, relations etc.
Personal Pronouns
refer to persons or entities,
e.g. you, he, it, ...
Possessive Pronouns
possession or relation between person and object,
e.g. his, her, my, its, ...
Wh-Pronouns
reference in question or back reference,
e.g. Who did this ..., Frieda, who is 80 years old ...
25. Closed Word Class: Conjunctions
Conjunctions
join phrases or sentences
semantics is varied and complex
Coordinating Conjunction
Join two phrases or sentences on the same level
through conjunctions like and, or, but, ...
e.g. He takes a cat and a dog.
He takes a dog and she takes a cat.
Subordinating Conjunction
Connect embedded phrases through e.g. that
e.g. He thinks that the cat is nicer than the dog.
26. Closed Word Class: Auxiliary Verbs
Auxiliary Verbs
Mark semantic features of main verb.
Often describe tense and modality aspects.
Semantics is difficult.
Tense
addition expressing present, past or future, ...
e.g. He will take the cat home.
Aspect
addition expressing completion of action
e.g. He is taking the cat home. (incomplete)
Mood
addition expressing necessity of action
e.g. He can take the cat home. (possible)
27. Closed Word Class: Copula, Modal Verbs
Copula (be, do, have) and Modal Verbs (can, should,
...) are subclasses of Auxiliary Verbs.
Describe state, process, or tense / modality of action.
Semantics: difficult (e.g. modal logic)
State / Process: be and do
e.g. He is at home. He does nothing.
Tense: have
e.g. He has taken the cat home.
Modality: can, ought to, should, must
e.g. He can take the cat home. (possibility)
28. POS Tagging - Taggers
Methods for POS Tagging:
Rule-Based Tagging
use dictionary to assign POS; then use rules to
disambiguate words
Stochastic Tagging
determines tags based on the probability of the
occurrence of the tag, given the observed word, in the
context of the preceding tags. Similar to Hidden
Markov Models (probabilistic finite state machines).
Learn tagging rules.
Problem in POS Tagging: Ambiguity
Problem in POS Tagging: Which tag set to use?
29. POS Tagging - Tagsets
Tagsets for English
Penn Treebank, 45 tags
Brown corpus, 87 tags
C5 tagset, 61 tags
C7 tagset, 146 tags
For references see Jurafsky, p.296
C5 and C7 tagsets are listed in Appendix C
34. Sentence Level Constructs I
Sentence Level Constructs I
declarative
“This flight leaves at 9 am.”
S → NP VP
imperative
“Book this flight for me.”
S → VP
35. Sentence Level Constructs II
Sentence Level Constructs II
yes-no-question
“Does this flight leave at 9 am?”
S → Aux NP VP
wh-question
“When does this flight leave Winnipeg?”
S → Wh-NP Aux NP VP
36. Noun Phrase Modification 1
Noun Phrase Modifiers
head = the central noun of the NP
modifiers = additions to head noun included in NP
• modifiers before the head noun (prenominal)
• modifiers after the head noun (post-nominal)
examples: determiners, adjectives, PPs
e.g. the young man
the girl with the red hat
37. Noun Phrase Modification - Prenominal
determiner
the, a, this, some, ...
predeterminer
all the flights
cardinal numbers, ordinal numbers
one flight, the first flight, ...
quantifiers
much, little
38. Noun Phrase Modification - Prenominal
adjectives
a first-class flight, a long flight
adjective phrase
the least expensive flight
Grammar Rule
NP → (Det) (Card) (Ord) (Quant) (AP) Nominal
PROJECT!
39. Noun Phrase Modification - Postnominal
prepositional phrase PP
all flights from Chicago
Nominal → Nominal PP (PP) (PP)
non-finite clause, gerundive postmodifers
all flights arriving after 7 pm
Nominal → GerundVP
GerundVP → GerundV NP | GerundV PP | ...
relative clause
a flight that serves breakfast
Nominal → Nominal RelClause
RelClause → (who | that) VP
40. Verb Subcategorization
Verb Subcategorization
• Different verbs accept or need different constituents
or complements.
VP = Verb + other constituents (complements)
e.g. He buys the books.
• Verbs can be classified according to the
complements they accept or need.
e.g. give needs two complements
He gave her the books.
sleep accepts no complement
He sleeps.
41. Verb Complements
sentential complement
VP Verb inf-sentence
I want to fly from Boston to Chicago.
NP complement
VP Verb NP
I want this flight.
no complement
VP Verb
I sleep.
42. Other Verb Complements
Prepositional Phrases + other Modifiers
can be added to specify location or time of
action, state or event described by verb
• VP Verb PP PP
I fly from Boston to Chicago.
• VP Verb PP
I sleep in the barn.
• VP Verb PP ADV
I sleep in the barn tonight.
43. Assignment 1-B
Extend the grammar in the Earley Parser by
integrating:
1. complex VPs through sub-categorization and
complements
2. complex NPs through pre- and post-modifiers
3. some adverbs (e.g. temporal or manner) plus
rule extensions
You should define 3-5 new / modified rules in each
category.
Write down the new rules, and add sample parse
outputs generated with the parser program, to illustrate
the working of your rules (last chart state is sufficient).