formulaic language in academic study norbert schmitt

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Formulaic Language in Academic Study Norbert Schmitt

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Page 1: Formulaic Language in Academic Study Norbert Schmitt

Formulaic Language in Academic Study

Norbert Schmitt

Page 2: Formulaic Language in Academic Study Norbert Schmitt

Single Words vs. Multi-word Units

• Most discussion of vocabulary (including academic vocabulary) has been conceptualized in terms of single words or word families

Page 3: Formulaic Language in Academic Study Norbert Schmitt

How Much Vocabulary is Needed in English?

• Nation (CMLR, 2006)

6,000 - 7,000 word families for spoken discourse

8,000 - 9,000 word families for written discourse

Page 4: Formulaic Language in Academic Study Norbert Schmitt

Frequency and Coverage

Levels Approximate Approximate written spokencoverage (%) coverage (%)

1st 1,000 78–81 81–842nd 1,000 8–9 5–63rd 1,000 3–5 2–34th–5th 1,000 3 1.5–36th–9th 1,000 2 0.75–110th–14th 1,000 <1 0.5Proper nouns 2–4 1–1.5Not in the lists 1–3 1

Nation (2006)

Page 5: Formulaic Language in Academic Study Norbert Schmitt

capacity diverse evidence itemassistance cooperate maintain purchase abstract funding invoke revise brief enormous integrity sphericalfocus investigation reverse successive hierarchy circumstance manual releasehypothesis offset sumincentive rational scopeminimumpublication entity

AWL (Coxhead, TQ 2000)

Page 6: Formulaic Language in Academic Study Norbert Schmitt

capacity diverse evidence itemassistance cooperate maintain purchase abstract funding invoke revise brief enormous integrity sphericalfocus investigation reverse successive hierarchy circumstance manual releasehypothesis offset sumincentive rational scopeminimumpublication entity

AWL (Coxhead, TQ 2000)

Page 7: Formulaic Language in Academic Study Norbert Schmitt

Academic Vocabulary

• Successive comes with its own typical phraseology

• What words collocate with successive?

Page 8: Formulaic Language in Academic Study Norbert Schmitt

COCA Results

• each successive • successive generations• successive governments• successive administrations• successive waves• successive layers• successive stages

Page 9: Formulaic Language in Academic Study Norbert Schmitt

Typical Collocations

• Each successive president chose entanglements and evasion over transparency, legality, and independence.

• Turning schools around could help save successive generations of kids who quit and often end up jobless.

Page 10: Formulaic Language in Academic Study Norbert Schmitt

Phraseology in Language

• There is a great deal of recurrent phraseology in language (including academic language)

• This ‘formulaic language’ is crucial for accurate, appropriate, and fluent language use

Page 11: Formulaic Language in Academic Study Norbert Schmitt

What is Formulaic Language?

• Recurrent multi-word lexical items that have a single meaning or function (Schmitt, 2010)

• It is a umbrella cover term for a number of formulaic categories

– Idioms– Collocations– Phrasal verbs– Lexical bundles– Lexical phrases– Phrasal expressions– etc

Page 12: Formulaic Language in Academic Study Norbert Schmitt

What is Formulaic Language?

• multi-word units, multiword chunks, fixed expressions, frozen phrases, phrasal vocabulary, routine formulas, chunks, prefabricated routines …

• Individual phrasal items will be referred to as a formulaic sequences

Page 13: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is one of the most important components of language overall

• The reasons for this are numerous:

Page 14: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is ubiquitous in language use

Page 15: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is ubiquitous in language use

• Meanings and functions are often realized by formulaic language

Page 16: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is ubiquitous in language use

• Meanings and functions are often realized by formulaic language

• Formulaic language is necessary for appropriate functional language use

Page 17: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is ubiquitous in language use

• Meanings and functions are often realized by formulaic language

• Formulaic language is necessary for appropriate functional language use

• Formulaic language has processing advantages

Page 18: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is an important component of language acquisition

Page 19: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is an important component of language acquisition

• Formulaic language is a feature of many languages

Page 20: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is an important component of language acquisition

• Formulaic language is a feature of many languages

• The use of formulaic language helps speakers be fluent

Page 21: Formulaic Language in Academic Study Norbert Schmitt

Why is Formulaic Language Important?

• Formulaic language is an important component of language acquisition

• Formulaic language is a feature of many languages

• The use of formulaic language helps speakers be fluent

• Phraseology is a main feature that distinguishes different synonyms

Page 22: Formulaic Language in Academic Study Norbert Schmitt

Ubiquitous in Language Use

• 52-58% Erman and Warren (2000)• 32% Foster (2001)• 48-80% (M=66%) Oppenheim (2000) • once every five words Sorhus (1977) • 21% 30% Biber, et al. (1999) • 31% - 40% Howarth (1998) • 15% Rayson (2008)

Page 23: Formulaic Language in Academic Study Norbert Schmitt

Ubiquitous in Language Use

• 52-58% Erman and Warren (2000):• 32% Foster (2001)• 48-80% (M=66%) Oppenheim (2000) • once every five words Sorhus (1977) • 21% 30% Biber, et al. (1999) • 31% - 40% Howarth (1998) • 15% Rayson (2008)

• Figures depend on the method of measurement, and whether spoken vs. written discourse

Page 24: Formulaic Language in Academic Study Norbert Schmitt

Meanings and Functions

• The more recurrent a language need is (e.g. need to apologize, make a request, explain a particular idea), the more likely there will be a conventionalized expression (i.e. formulaic language) to express it

Page 25: Formulaic Language in Academic Study Norbert Schmitt

Meanings and Functions

• Expressing a concept: (get out of Dodge [City] = get out of town quickly, usually in uncomfortable circumstances)

• Stating a commonly believed truth or advice: (Too many cooks spoil the soup = it is difficult to get a number of people to work well together)

• Providing phatic expressions which facilitate social interaction: (Nice weather today is a non-intrusive way to open a conversation)

• Signposting discourse organization: (on the other hand signals an alternative viewpoint)

Page 26: Formulaic Language in Academic Study Norbert Schmitt

Meanings and Functions

• Providing technical phraseology which can transact information in a precise and efficient manner: (2-mile final is a specific location in an aircraft landing pattern)

• Maintaining conversations: (How are you?, See you later)

• Realizing the topics necessary in daily conversations: (When is X? (time), How far is X? (location))

• Expressing functions: I'm (very) sorry to hear about ___ to express sympathy

Page 27: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

• Formulaic language is expected by the speech community, and so word combinations which do not comply to the norm sound ‘unnatural’

Page 28: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

• gap Native speaker or learner?

– Betty very skillfully stopped the gap of the mailbox so that birds could not get in.

– … but to bridge the gap between existing …

Page 29: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

• Betty very skillfully stopped the gap of the mailbox so that birds could not get in.

– Meaningful but awkward

• … but to bridge the gap between existing– Appropriate word (collocation) choice

Page 30: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

• Schmitt (ELIA, 2005-2006)

• Define border

• How is it used?

Page 31: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

BNC frequency X + on Figurative sense

 

border 8,011 89 (1%)

borders 2,539 84 (3%)

bordering 367 177 (48%) 71%

bordered 356 99 (28%) 75%

Page 32: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

• His passion for self-improvement bordered on the pathological.

• But his approach is unconscionable, bordering on criminal. • Some other words which occur to the right of bordered/ing on:

a slump arrogance chaosa sulk austerity conspiracyalcoholic poisoning bad taste contemptantagonism blackmail crueltyapathy carelessness cynicism

Page 33: Formulaic Language in Academic Study Norbert Schmitt

Appropriate Language Use

SOMETHING (is/are) bordered/bordering on SOMETHING

UNPLEASANT

Page 34: Formulaic Language in Academic Study Norbert Schmitt

Processing Advantages

Pawley and Syder (1983)

• Formulaic sequences offer processing efficiency because single memorized units, even if made up of a sequence of words, are processed more quickly and easily than the same sequences of words which are generated creatively.

• The mind uses an abundant resource (long term memory) to store a number of prefabricated chunks of language that can be used ‘ready made’ in language production.

• This compensates for a limited resource (working memory), which can potentially be overloaded when generating language on-line from individual lexical items and syntactic/discourse rules.

Page 35: Formulaic Language in Academic Study Norbert Schmitt

Processing Advantages

Figurative

Personally, I think you can have the highest degree from the best university in the world, but at the end of the day it’s your contribution to the society that matters, and not the name of the university you went to at all.

Literal

However, I still had to carry most of my stuff in small boxes from my old room to the new one. I had to make at least 50 trips soat the end of the day I was absolutely exhausted.

Novel

I know that at the end of the war he went on to teach students at the Military Academy.

Page 36: Formulaic Language in Academic Study Norbert Schmitt

Processing Advantages

Siyanova, Conklin, and Schmitt (SLR, 2011)

  

First Pass Reading Time = 3 + 4 (early)Total Reading Time = 3 + 4 + 6 (late)Fixation Count = 3 + 4 + 6 (late)

 

Page 37: Formulaic Language in Academic Study Norbert Schmitt

Processing Advantages

Siyanova, Conklin, and Schmitt

Figurative Literal Novel

First Pass Reading Time (ms) 447 454 497

Total Reading Time (ms) 514 507 628

Fixation Count 2.8 2.7 3.2  

Page 38: Formulaic Language in Academic Study Norbert Schmitt

Processing Advantages

Siyanova, Conklin, and Schmitt

Figurative Literal Novel

First Pass Reading Time (ms) 447 = 454 =497

Total Reading Time (ms) 514 = 507 < 628

Fixation Count 2.8 = 2.7 <3.2  

Page 39: Formulaic Language in Academic Study Norbert Schmitt

Language Acquisition

• Peters (1983) suggests that formulaic sequences may be decomposed and the individual components extracted through a process of segmentation, to give insights into vocabulary and grammar:

An hour ago, a year ago, a month ago

A(n) _____ ago + hour, year, month

Page 40: Formulaic Language in Academic Study Norbert Schmitt

Occurs in a Range of Languages

• Formulaic language has been found in a range of languages:

English, Russian, French, Spanish, Italian, German, Swedish, Polish, Arabic, Hebrew, Turkish, Greek, and Chinese

• Is it a universal trait of all languages?

Page 41: Formulaic Language in Academic Study Norbert Schmitt

Helps Speakers be Fluent

• The largest unit of novel discourse that native speakers are able to process is a single clause of 8-10 words

• When speaking, proficient speakers will speed up and become fluent during these clauses

• But they will then slow down or even pause at the end of these clauses

• NS seldom pause in the middle of a clause, or at least not for long

Page 42: Formulaic Language in Academic Study Norbert Schmitt

Helps Speakers be Fluent

• But proficient speakers can fluently say multi-clause utterances:

- You can lead a horse to water, but you can’t make him drink.

• Kuiper (2004) shows that speakers who operate under severe time constraints (play-by-play sports announcers, auctioneers) use a great deal of formulaic language in their speech

• So, formulaic language helps speakers be more fluent

Page 43: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

How are the following (near) synonyms used?

• WORK• JOB• CAREER• LABOR• EMPLOYMENT

Page 44: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

WORK:

workaholic, workforce, workload, workplace aid worker, factory worker, office worker, social worker

Page 45: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

WORK:

workaholic, workforce, workload, workplace aid worker, factory worker, office worker, social worker

neutral? (frequent word = many contexts)

Page 46: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

JOB:

botched, crummy, bad, hatchet, menial

Page 47: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

JOB:

botched, crummy, bard, hatchet, menial

negative?

Page 48: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

CAREER:

brilliant, distinguished, glittering, acting, director, film, international, literary

Page 49: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

CAREER:

brilliant, distinguished, glittering, acting, director, film, international, literary

positive?

Page 50: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

LABOR:

casual, cheap, deskilling, manual, unproductive

Page 51: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

LABOR:

casual, cheap, deskilling, manual, unproductive

negative?

Page 52: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

EMPLOYMENT:

conditions, contract, discrimination, rights

Page 53: Formulaic Language in Academic Study Norbert Schmitt

Distinguishes Synonyms (Stubbs, 1994)

EMPLOYMENT:

conditions, contract, discrimination, rights

legal?

Page 54: Formulaic Language in Academic Study Norbert Schmitt

Learner Use of Formulaic Language

• Learners don’t use many idioms

• Learners do use many high-frequency collocations (nice day)

• Learners don’t use many lower-frequency but tightly-bound collocations (preconceived notions)

Page 55: Formulaic Language in Academic Study Norbert Schmitt

Learner Use of Formulaic Language

• But learners often do not use the collocations they know appropriately

• Inappropriate collocations is a leading problem in learner language

• Learners often use words with their correct meanings, but do not understand the correct context of use (collocation, register, frequency)

Page 56: Formulaic Language in Academic Study Norbert Schmitt

Learner Use of Formulaic Language

• Learners consistently overestimate their comprehension of reading texts that contain formulaic sequences that they either fail to identify or misunderstand, even at high levels of proficiency (Martinez and Murphy, TQ 2011)

Page 57: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• Boers & Lindstromberg (ARAL 2012) reviewed acquisition research:

– Learning from exposure requires repetition (frequency)

– Intentional learning produced better results– Raising awareness of formulaic language is not a

powerful accelerator of learning– Knowing the component words makes learning a

formulaic sequence easier– Providing learning strategies (dictionaries,

concordance lines) produced mixed results

Page 58: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• Does learner use of formulaic language (e.g. collocations) improve just from studying in an academic environment?

• Incidental acquisition

• Li and Schmitt (JSLW, 2009)

Page 59: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• We followed a Chinese MA student at Nottingham over one academic year and compiled a learner corpus from all of her essays and dissertation

• We then analyzed all of her assignments and dissertation for formulaic language

Page 60: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• Would the student produce more formulaic language over the year?

• Would the student produce better formulaic language over the year?

• Would the student become more confident in producing formulaic language over the year?

Page 61: Formulaic Language in Academic Study Norbert Schmitt

Amount Produced

5

10

15

20

25

30

35

Average Tokens Per 700 Words

Page 62: Formulaic Language in Academic Study Norbert Schmitt

Appropriateness

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Inappropriateness Rate Less Appropriateness Rate Appropriateness Rate

Page 63: Formulaic Language in Academic Study Norbert Schmitt

Confidence

0.0%

10.0%

20.0%

30.0%

40.0%

50.0%

60.0%

70.0%

80.0%

90.0%

100.0%

Less Confident Confident Very Confident

Page 64: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• Does learner use of formulaic language (e.g. collocations) improve from explicit teaching?

• Focused instruction

• Jones and Haywood (2004, In Schmitt (Ed.) Formulaic Sequences)

Page 65: Formulaic Language in Academic Study Norbert Schmitt

Learner Acquisition of Formulaic Language

• Learners had better awareness of formulaic language after 10 weeks and could identify a greater number of sequences in a text

• Some learners made some progress in producing more formulaic sequences in a C-test: He suspected that too much of th__ ki__ o__

chemical might encourage the immune system…)

• Most learners made no noticeable improvement in the number of formulaic sequences produced in their essays over 2 weeks

Page 66: Formulaic Language in Academic Study Norbert Schmitt

Necessity of Formulaic Language

Cowie (1992:10) goes so far to say:

“It is impossible to perform at a level acceptable to native users, in writing or in speech, without controlling an appropriate range of multiword units.”

Page 67: Formulaic Language in Academic Study Norbert Schmitt

Pedagogical Implications

• Meunier review (ARAL, 2012)

• If formulaic sequences are so important:

• They need to be included in teaching syllabuses and materials

• We can’t assume they will just be learned from exposure

• They need to incorporated into language tests to a greater extent

Page 68: Formulaic Language in Academic Study Norbert Schmitt

Pedagogical Implications

• But what formulaic sequences?

• Vincent (JEAP, 2013) proposes a 6-stage process for identifying academic phraseology

• Martinez (ELTJ, 2013) suggests a selection framework based on frequency and transparency

• In order to incorporate formulaic sequences into their teaching and testing, most practitioners need a list of formulaic sequences to address

Page 69: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List (1-24)Simpson-Vlach & Ellis (AL, 2010)

• in terms of• at the same time• from the point of view• in order to• as well as• part of the• the fact that• in other words• the point of view of• there is a• as a result of• this is a

• on the basis of• a number of• there is no• point of view• the number of• the extent to which• as a result• in the case of• whether or not• the same time• with respect to• point of view of

Page 70: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List (1-24)

• The table showed the first 24 formulas on the core list (written and spoken), ranked by a combination of frequency and MI scores

• All component words of these formulas come from the 1st 1,000 frequency band

Page 71: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List Written 177-200

•even though the•this does not•was based on•the nature of the•in the course of•degree to which•be argued that•in terms of a•for this reason•are based on•in a number of•two types of

•the total number•is more likely•which can be•are able to•be considered as•be used to•b and c•depend on the•is that it is•is affected by•should also be•if they are

Page 72: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List Written 176-199

•even though the•this does not•was based on•the nature of the•in the course of•degree to which•be argued that•in terms of a•for this reason•are based on•in a number of•two types of

•the total number•is more likely•which can be•are able to•be considered as•be used to•b and c•depend on the•is that it is•is affected by (AWL)•should also be•if they are

Page 73: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• Top 200 from written texts

• 1st 1,000 127 different words

• 2nd 1,000 2 different words

• AWL 16 different words

Page 74: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• To learn formulas from the AFL, learners must either:– Know the high frequency component words already– This makes the learning easier

• Or– Learn the AFL formulas as wholes even if some

component words are not known– Less efficient

• Knowing AWL words would not help much• Knowing the 1st 1,000 words is key

Page 75: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• Many of the AFL are structural components of meaningful sentences, but may not contain clear a meaning sense in their own right:

• is that it is• is affected by• should also be• if they are

Page 76: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• The AFL is based around functions:• Framing attributes

– the idea that– the change in

• Quantity specification– a series of

• Identification and focus– different types of – such as a

Page 77: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• Identification and focus– exactly the same– (the) difference between (the)

• Locatives– in the real world

• Vagueness markers– and so forth

• Hedges– to some extent

Page 78: Formulaic Language in Academic Study Norbert Schmitt

An Academic Formulas List

• Obligation and directive– I want you to

• Expressions of ability and possibility– allows us to– are able to

• Evaluation– an important role in– is consistent with

• Discourse markers– even though the – in conjunction with

Page 79: Formulaic Language in Academic Study Norbert Schmitt

Formulaic Framework (Martinez, ELTJ, 2013)

Infrequent Frequent

take credit take issue take time take place

27 121 910 10,556

Transparent Opaque

take credit take time take issue take place

Page 80: Formulaic Language in Academic Study Norbert Schmitt

Formulaic Framework (Martinez, ELTJ, 2013)

Frequent

take time (2) take place (1)

Transparent Opaque

take credit (4) take issue (3)

Infrequent

Page 81: Formulaic Language in Academic Study Norbert Schmitt

PHRASE List (Martinez & Schmitt, AL, 2012)

• PHRASE List (PHRASal Expressions)

• Some formulaic sequences are very frequent

• 500 phrasal expressions within 5,000 BNC frequency level

• Based on same frequency as individual BNC words

• Phrases which are opaque and not easily guessable

Page 82: Formulaic Language in Academic Study Norbert Schmitt

PHRASE List

• LEAD TO (CAUSE) 13,555 (1st 1,000 frequency level)Excessive smoking can lead to heart disease.

• HAVE GOT TO (must) 12,270 (2nd 1,000 frequency level)You have got to try this salad.

• BY THE TIME (when) 3,607 (3rd 1,000 frequency level) By the time dinner started there were none left.

Page 83: Formulaic Language in Academic Study Norbert Schmitt

PHRASE List

Integrated Phrase Frequency Spoken Written Written Example List (per 100 million) general general academicRank

107 HAVE TO 83,092 *** ** * I exercise because I have to.

463 GOING TO 28,259 *** ** x I’m going to (FUTURE) think about it.

894 WAS TO 14,366 x *** ** The message was to be transmitted worldwide.

Page 84: Formulaic Language in Academic Study Norbert Schmitt

PHRASE List

Integrated Phrase Frequency Spoken Written Written Example List (per 100 million) general general academicRank

5502 MAKE UP 788 *** ** x You’d better ONE’S MIND make up your mind.

5503 AT WORK 787 x *** *** There were strange

forces at work.

Page 85: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

Inclusion in the Vocabulary Levels Test

1 take place

2 have got to _____ do

3 seek to _____ try

4 find out _____ must

5 make sure

6 carry out

Page 86: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

Inclusion in the Vocabulary Levels Test

1 take place

2 have got to __6__ do

3 seek to __3__ try

4 find out __2__ must

5 make sure

6 carry out

Page 87: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

1 take place2 have got to __6__ do3 seek to __3__ try4 find out __2__ must5 make sure6 carry out

X Didn’t work well – learners needed context to make sense of many phrasal expressions

Page 88: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

turn out: It turned out different.

a. started 

b. seemed 

c. became 

d. did not look

Page 89: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

turn out: It turned out different.

a. started 

b. seemed 

c. became 

d. did not look

Page 90: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

at least: At least it is warm.

a. other things may be bad, but 

b. many days have passed and now 

c. I cannot believe that 

d. the least important thing is

Page 91: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

at least: At least it is warm.

a. other things may be bad, but 

b. many days have passed and now 

c. I cannot believe that 

d. the least important thing is

Page 92: Formulaic Language in Academic Study Norbert Schmitt

Experimental PHRASE Test

• Seems to work much better

• Still in piloting

• Ron Martinez

(San Francisco State University)

Page 93: Formulaic Language in Academic Study Norbert Schmitt

Vocabulary Website Resource

Most Norbert Schmitt (& co-author) publications and other vocabulary resources can be accessed at his personal website:

www.norbertschmitt.co.uk

• This PowerPoint presentation is available• The PHRASE List is available• Link to COCA Corpus BYU web site