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VISUAL WORD 
RECOGNITION
In this presentation: 
• What is Word Recognition? 
• Features, letters & word interactions 
Interactive Activation Model 
• Lexical and Sublexical Approach 
Orthographic input lexicon and Phonological output Lexicon 
• Lexical- level Variables 
• Semantic Variables for Isolated words 
• Context Priming Effect 
• Orthographic Priming Effect 
• Phonological Priming Studies 
• Semantic Priming Effects 
• Syntactic Priming
Why do you think you could read this?
Words are saved in our minds as a whole in the orthographic lexicon, where 
words are recognized and stored. 
Orthography : الرسم الاملائي 
We will take the word Laep as an example. Hmmm read it again!! is it Leap or Laep? 
You could read it in the right way because the non-word Laep has the same features of the 
word leap! While it is impossible to expect the word Deal instead of Leap because they 
don’t share the same features! 
(a coming video will explain it all. Be patient)
WHAT IS WORD RECOGNITION? 
The process of retrieving word characteristics (including 
orthographic, phonological, and semantic information) on the 
basis of the input letter string (Dijkstra, 2005). 
In other words, it is how readers retrieve and select the right 
representation among others in the mental lexicon.
1. FEATURES, LETTERS & WORD INTERACTIONS 
Word recognition research has been central to work in cognitive psychology and 
psycholinguistics because words are relatively well-defined minimal units that carry 
many of the interesting codes of analysis (i.e., orthography, semantics, syntax). The 
interest here is to define the perceptual unit in word recognition, it would seem 
obvious that the letter should be the primary unit of analysis in visual word 
recognition i.e. words are made up by letters! 
Variables that have been pursued in word recognition: 
 Features 
 Letters
INTERACTIVE ACTIVATION MODEL
LEXICAL AND SUBLEXICAL APPROACH 
• With the lexical approach you see a word and it goes through the orthographic input 
lexicon. This contains the memory of written and learnt words. It then moves into the 
phonological output lexicon which contains the memory of spoken words and 
pronunciation. Basically this means that if you see the word and have it stored in the 
memory you will know what it means and how to say it. 
• In the sublexical approach you use grapheme phoneme conversion. This means it bypasses 
the lexical system. It uses your knowledge of phonemes (the sounds of letters) and 
graphemes (the sound of groups of letters) to decode the word. 
• You essentially need both approaches to become fluent in reading and comprehension as 
without sublexical abilities you cannot decode and learn new words. Without lexical 
abilities you have problems distinguishing between similar words and also can’t locate 
already learnt words, or store new words. 
Reference: http://phillippadoran.wordpress.com/2011/03/07/lexical-and-sublexical-approaches-to-learning-simplified/
Orthographic 
Lexicon: 
C H E E S E 
Phonological 
Lexicon: 
/tʃiːz/
cat 
C A T 
/kæt/ 
Orthographic input lexicon and Phonological output lexicon
Chat 
C H A T 
/kæt/ ??! 
Ch = /tʃ/ 
/tʃæt/ 
Orthographic input lexicon and Phonological output lexicon
LEXICAL-LEVEL VARIABLES 
 Length 
 word Frequency 
 Familiarity 
 Age of Acquisition 
 Orthographic Neighborhood Effects 
 Phonological Neighborhood Effects
 Length: The longer the word is the more time it needs to be recognized. 
Fear v.s. Automysophobia (Fear of getting dirty) 
 word Frequency : The frequency with which a word appears in print has an influence on 
virtually all word recognition tasks. 
since, before, however…. 
 Familiarity: familiar words are easier to be recognized. 
Panadol , Paracetamol , Brufen, Omeprazole (which words are more familiar to you?) 
 Age of Acquisition: age of acquisition produces a unique influence on word 
recognition. 
 Orthographic Neighborhood Effects: words are not recognized in isolation from 
other orthographically related representations. 
The orthographic neighbors of the word FALL include MALL FELL BALL. 
 Phonological Neighborhood Effects: Lexical decision performance is facilitated by 
words with large phonological neighborhoods. 
GATE has the neighbors HATE and GET
SEMANTIC VARIABLES FOR ISOLATED WORDS 
•We will review the semantic variables that play role in word 
recognition 
Concreteness/ Imageability Effects 
 Meaningfulness 
 Grounded Semantics in Large-Scale Databases
 CONCRETENESS/ IMAGEABILITY EFFECTS 
• Concreteness refers to whether a word can be the object of a sense verb (e.g. touch, 
see, hear, feel, taste, watch, see) 
• Can you see that airplane? 
• Can you taste this soup for me? 
• Imageability : Involves subjects rating words on a low to high Imageability scale. 
High- Imageable words maybe better recognized that low- Imageable words.
 MEANINGFULNESS 
• The number of dictionary meaning which can vary in subtle 
but related ways. 
CLUB means 
: to hit 
: Organization
 GROUNDED SEMANTICS IN LARGE-SCALE DATABASES 
• To ground semantic via analysis of large databases of natural 
languages, this approach avoids some of the pitfalls in trying to 
quantify meaning as feature list. 
• DOG 
the word dog may include the features: furry, bank, pet, four-legged. 
Or some abstracts prototype : the Modal Dog that is based on your 
experience with all dogs.
CONTEXT PRIMING EFFECT 
The influences of contexts on word recognition processes. 
Two letter strings are typically presented and the researcher manipulates the 
relation between the two string. 
The types of Relationship between the Primes and Targets: 
Orthographic Priming Effects 
 Phonological Priming Effects 
 Semantic Priming Effects 
 Syntactic Priming Effects
ORTHOGRAPHIC PRIMING EFFECTS 
• In this paradigm, subjects are briefly presented two letters strings that 
are both preceded and followed by pattern masks. 
• The two letters string vary in terms of Orthographic phonologically and 
semantically. 
• On most trials, subjects are unable to consciously identify the prime 
items and hence any influence of the prime items presumably reflects 
early access process. 
• Subjects are better at identifying the second letter string when it 
shares letters with the first letter string.
PHONOLOGICAL PRIMING STUDIES 
• Pairs of words that are phonologically related 
• Bribe – Tribe
SEMANTIC PRIMING EFFECTS 
o The prime and the target are from the same semantic category and 
share features. 
The word Dog is a semantic prime for Wolf. (Because the two are 
both similar animals) 
o When a person think of one item in a category, similar items are 
stimulated by the brain. Even if they are not words, morphemes can 
prime for complete word that include them. E.x: the morpheme 
Psych can prime for the word Psychology.
o Associative Priming 
the target is a word that has a high probability of appearing with 
the prime, and is “associated” with it, but not necessarily related in 
semantic features. 
e.g.: 
Glove and Hat 
Glove is associative prime for hat since the words are closely 
associated and frequently appear together.
SYNTACTIC PRIMING 
• Syntax plays role in word recognition when they come within a 
context and not single word. This means after the word is 
already recognized.
Done by Fawzia Ammoura 
@ 
Islam al Tamimi 
Thank you 

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Visual Word Recognition. The Journey from Features to Meaning

  • 2. In this presentation: • What is Word Recognition? • Features, letters & word interactions Interactive Activation Model • Lexical and Sublexical Approach Orthographic input lexicon and Phonological output Lexicon • Lexical- level Variables • Semantic Variables for Isolated words • Context Priming Effect • Orthographic Priming Effect • Phonological Priming Studies • Semantic Priming Effects • Syntactic Priming
  • 3. Why do you think you could read this?
  • 4. Words are saved in our minds as a whole in the orthographic lexicon, where words are recognized and stored. Orthography : الرسم الاملائي We will take the word Laep as an example. Hmmm read it again!! is it Leap or Laep? You could read it in the right way because the non-word Laep has the same features of the word leap! While it is impossible to expect the word Deal instead of Leap because they don’t share the same features! (a coming video will explain it all. Be patient)
  • 5. WHAT IS WORD RECOGNITION? The process of retrieving word characteristics (including orthographic, phonological, and semantic information) on the basis of the input letter string (Dijkstra, 2005). In other words, it is how readers retrieve and select the right representation among others in the mental lexicon.
  • 6. 1. FEATURES, LETTERS & WORD INTERACTIONS Word recognition research has been central to work in cognitive psychology and psycholinguistics because words are relatively well-defined minimal units that carry many of the interesting codes of analysis (i.e., orthography, semantics, syntax). The interest here is to define the perceptual unit in word recognition, it would seem obvious that the letter should be the primary unit of analysis in visual word recognition i.e. words are made up by letters! Variables that have been pursued in word recognition:  Features  Letters
  • 8. LEXICAL AND SUBLEXICAL APPROACH • With the lexical approach you see a word and it goes through the orthographic input lexicon. This contains the memory of written and learnt words. It then moves into the phonological output lexicon which contains the memory of spoken words and pronunciation. Basically this means that if you see the word and have it stored in the memory you will know what it means and how to say it. • In the sublexical approach you use grapheme phoneme conversion. This means it bypasses the lexical system. It uses your knowledge of phonemes (the sounds of letters) and graphemes (the sound of groups of letters) to decode the word. • You essentially need both approaches to become fluent in reading and comprehension as without sublexical abilities you cannot decode and learn new words. Without lexical abilities you have problems distinguishing between similar words and also can’t locate already learnt words, or store new words. Reference: http://phillippadoran.wordpress.com/2011/03/07/lexical-and-sublexical-approaches-to-learning-simplified/
  • 9. Orthographic Lexicon: C H E E S E Phonological Lexicon: /tʃiːz/
  • 10. cat C A T /kæt/ Orthographic input lexicon and Phonological output lexicon
  • 11. Chat C H A T /kæt/ ??! Ch = /tʃ/ /tʃæt/ Orthographic input lexicon and Phonological output lexicon
  • 12. LEXICAL-LEVEL VARIABLES  Length  word Frequency  Familiarity  Age of Acquisition  Orthographic Neighborhood Effects  Phonological Neighborhood Effects
  • 13.  Length: The longer the word is the more time it needs to be recognized. Fear v.s. Automysophobia (Fear of getting dirty)  word Frequency : The frequency with which a word appears in print has an influence on virtually all word recognition tasks. since, before, however….  Familiarity: familiar words are easier to be recognized. Panadol , Paracetamol , Brufen, Omeprazole (which words are more familiar to you?)  Age of Acquisition: age of acquisition produces a unique influence on word recognition.  Orthographic Neighborhood Effects: words are not recognized in isolation from other orthographically related representations. The orthographic neighbors of the word FALL include MALL FELL BALL.  Phonological Neighborhood Effects: Lexical decision performance is facilitated by words with large phonological neighborhoods. GATE has the neighbors HATE and GET
  • 14. SEMANTIC VARIABLES FOR ISOLATED WORDS •We will review the semantic variables that play role in word recognition Concreteness/ Imageability Effects  Meaningfulness  Grounded Semantics in Large-Scale Databases
  • 15.  CONCRETENESS/ IMAGEABILITY EFFECTS • Concreteness refers to whether a word can be the object of a sense verb (e.g. touch, see, hear, feel, taste, watch, see) • Can you see that airplane? • Can you taste this soup for me? • Imageability : Involves subjects rating words on a low to high Imageability scale. High- Imageable words maybe better recognized that low- Imageable words.
  • 16.  MEANINGFULNESS • The number of dictionary meaning which can vary in subtle but related ways. CLUB means : to hit : Organization
  • 17.  GROUNDED SEMANTICS IN LARGE-SCALE DATABASES • To ground semantic via analysis of large databases of natural languages, this approach avoids some of the pitfalls in trying to quantify meaning as feature list. • DOG the word dog may include the features: furry, bank, pet, four-legged. Or some abstracts prototype : the Modal Dog that is based on your experience with all dogs.
  • 18. CONTEXT PRIMING EFFECT The influences of contexts on word recognition processes. Two letter strings are typically presented and the researcher manipulates the relation between the two string. The types of Relationship between the Primes and Targets: Orthographic Priming Effects  Phonological Priming Effects  Semantic Priming Effects  Syntactic Priming Effects
  • 19. ORTHOGRAPHIC PRIMING EFFECTS • In this paradigm, subjects are briefly presented two letters strings that are both preceded and followed by pattern masks. • The two letters string vary in terms of Orthographic phonologically and semantically. • On most trials, subjects are unable to consciously identify the prime items and hence any influence of the prime items presumably reflects early access process. • Subjects are better at identifying the second letter string when it shares letters with the first letter string.
  • 20. PHONOLOGICAL PRIMING STUDIES • Pairs of words that are phonologically related • Bribe – Tribe
  • 21. SEMANTIC PRIMING EFFECTS o The prime and the target are from the same semantic category and share features. The word Dog is a semantic prime for Wolf. (Because the two are both similar animals) o When a person think of one item in a category, similar items are stimulated by the brain. Even if they are not words, morphemes can prime for complete word that include them. E.x: the morpheme Psych can prime for the word Psychology.
  • 22. o Associative Priming the target is a word that has a high probability of appearing with the prime, and is “associated” with it, but not necessarily related in semantic features. e.g.: Glove and Hat Glove is associative prime for hat since the words are closely associated and frequently appear together.
  • 23. SYNTACTIC PRIMING • Syntax plays role in word recognition when they come within a context and not single word. This means after the word is already recognized.
  • 24. Done by Fawzia Ammoura @ Islam al Tamimi Thank you 