Delving into Corpus-Based Information on Academic Speaking

 
What can we do with
corpus-based
information about
academic speaking?
 
Mike McCarthy
Summary: Two high-frequency
features of conversation
 
Chunking
Vague category marking
How these are carried over
into academic speaking
 
3-word chunks: academic
 
 
CANC ACAD
1
 
A LOT OF
2
 
I DON'T KNOW
3
 
YOU WANT TO
4
 
ONE OF THE
5
 
YOU HAVE TO
6
 
GOING TO BE
7
 
YOU'VE GOT TO
8
 
THIS IS THE
9
 
IN TERMS OF
10
 
THIS IS A
 
 
 
CLAS
1
 
A LOT OF
2
 
DO YOU THINK
3
 
IN TERMS OF
4
 
AND SO ON
5
 
YOU HAVE TO
6
 
UH HUH AND
7
 
YOU NEED TO
8
 
YOU WANT TO
9
 
I DON'T KNOW
10
 
A LITTLE BIT
 
 
3-word chunks: academic
 
 
CANC ACAD
1
 
A LOT OF
2
 
I DON'T KNOW
3
 
YOU WANT TO
4
 
ONE OF THE
5
 
YOU HAVE TO
6
 
GOING TO BE
7
 
YOU'VE GOT TO
8
 
THIS IS THE
9
 
IN TERMS OF
10
 
THIS IS A
 
 
 
CLAS
1
 
A LOT OF
2
 
DO YOU THINK
3
 
IN TERMS OF
4
 
AND SO ON
5
 
YOU HAVE TO
6
 
UH HUH AND
7
 
YOU NEED TO
8
 
YOU WANT TO
9
 
I DON'T KNOW
10
 
A LITTLE BIT
 
In terms of
: academic vs social
 
4-wd chunks: 
sense
 
 
CANC ACAD
1
 
IN THE SENSE THAT
2
 
DOES THAT MAKE SENSE
3
 
A SENSE IN WHICH
4
 
SO IN A SENSE
5
 
IN A SENSE THAT
 
 
CLAS
1
 
IN THE SENSE OF
2
 
IN THE SENSE THAT
3
 
IS IN THE SENSE
4
 
THE SENSE OF WHETHER
5
 
DOES THAT MAKE SENSE
 
4-wd chunks: 
sense
 
 
CANC ACAD
1
 
IN THE SENSE THAT
2
 
DOES THAT MAKE SENSE
3
 
A SENSE IN WHICH
4
 
SO IN A SENSE
5
 
IN A SENSE THAT
 
 
CLAS
1
 
IN THE SENSE OF
2
 
IN THE SENSE THAT
3
 
IS IN THE SENSE
4
 
THE SENSE OF WHETHER
5
 
DOES THAT MAKE SENSE
In the sense that
: academic vs social
 
In terms of 
or 
in the sense that
?
 
But there's a difference, [
in the sense that
]
 
if an
exclusion clause falls into a particular definition, then
it's subject to the reasonableness test.
 
Speak to companies, do questionnaires. You need
quantitative and qualitative. You know, quantitative [
in
terms of
] how many questionnaires you get back. Say
you get fifty or sixty or whatever. The qualitative [
in
terms of
] in the discussions when you get information
from the companies and that.
 
It's suggesting something about the difficulty of modern
living sort of, you know, [
in the sense that
] it's all
fragmented.
 
In terms of 
or 
in the sense that
?
 
But there's a difference, [
in the sense that
]
 
if an
exclusion clause falls into a particular definition, then
it's subject to the reasonableness test.
 
Speak to companies, do questionnaires. You need
quantitative and qualitative. You know, quantitative [
in
terms of
] how many questionnaires you get back. Say
you get fifty or sixty or whatever. The qualitative [
in
terms of
] in the discussions when you get information
from the companies and that.
 
It's suggesting something about the difficulty of modern
living sort of, you know, [
in the sense that
] it's all
fragmented.
Vague category markers
 
<$1> Mm. But er yeah. Have you done
anything on the intentionalist fallacy and
the effective fallacy 
and that sort of
thing
? Well that that's quite important
because I don't think you can ever
demonstrate what a writer's intentions
are.
[lit. stylistics supervision – CANC ACAD]
Vague category markers
 
Before we go on to the third lecture where we talk
about the liver and pancreas 
and so on
, …
Later on by the time of birth the liver constitutes
about five percent of the weight of the e= embryo
and blood cell production is moving then to the
bone marrow 
and so on
.
[medicine lecture CANC ACAD]
Okay. So as you go around actually in spots like this
where the actual material is exposed you see the
bank is made up of obviously soil and stones 
and so
forth
.
[archaeology field trip CANC ACAD]
 
CLAS Tourism lecture
 
I mentioned in the last class there that, you know, from
employment legislation and the idea of human resource
policies and human resource developments and time off
and leisure time and time in lieu of extra hours
overtime worked 
and all that kind of thing
, that
developed concurrently with increased travel
behaviour, am, internationally, okay. So whenever
you're asked to think about what are the factors that
sort of influence travel development, one area is the
social and cultural element of it. And with that you talk
about your standard template, your social
demographic, am, statistics, your populations statistics,
your age profile, your population pyramids, your tree
pyramids that you would have done in geography in
school 
and things like that
, okay.
 
Vague expressions: practice
 
Listen to extracts from other presentations on plastics.  Write the
vague expressions the speakers use.  Then practise repeating the
extracts.  Practise again using other vague expressions.
The bioplastics that are currently produced 
tend to be made from
agricultural food products such as corn, potatoes, rice, [
and so on
and so forth
], though corn is still the main source.
 
To be approved by the BPI, which stands for the 
Biodegradable
Products Institute,
  bioplastic materials must not contain large
amounts of heavy metals such as lead,  mercury [
and so on
].
 
Bioplastics are widely used in the food industry in drinks bottles,
in packaging of fruit and vegetables [
etcetera etcetera
] but these
are not always the answer to environmentalists’ concerns.
 
Vague expressions: practice
 
Listen to extracts from other presentations on plastics.  Write the
vague expressions the speakers use.  Then practise repeating the
extracts.  Practise again using other vague expressions.
The bioplastics that are currently produced 
tend to be made from
agricultural food products such as corn, potatoes, rice, [
and so
on and so forth
], though corn is still the main source.
 
To be approved by the BPI, which stands for the 
Biodegradable
Products Institute,
  bioplastic materials must not contain large
amounts of heavy metals such as lead,  mercury [
and so on
].
 
Bioplastics are widely used in the food industry in drinks bottles,
in packaging of fruit and vegetables [
etcetera etcetera
] but
these are not always the answer to environmentalists’ concerns.
 
CLAS Tourism lecture
 
I mentioned in the last class there that, you know, from
employment legislation and the idea of human resource
policies and human resource developments and time off
and leisure time and time in lieu of extra hours
overtime worked 
and all that kind of thing
, that
developed concurrently with increased travel
behaviour, am, internationally, okay. So whenever
you're asked to think about what are the factors that
sort of influence travel development, one area is the
social and cultural element of it. And with that you talk
about 
your 
standard template, 
your
 social
demographic, am, statistics, 
your
 populations statistics,
your
 age profile, 
your
 population pyramids, 
your
 tree
pyramids that you would have done in geography in
school 
and things like that
, okay.
 
Margaret Healy’s CLAS data
 
<$NS505> …you spend so long focusing on
balancing 
your
 money, balancing 
your
 credit cards,
balancing 
your
 cash, making sure everything is
right, that the whole area of credit bills tend to
be not viewed as important … or they paid 
you
credit cards or something, 
you
 have that money.
The money you don't have is 
your
 credit bills … So
there's a lot of annoying little issues caused by
walkouts, I suppose with the most important being
your
 financial loss in 
your
 hotel …
 
Conclusion
 
Features are carried over from conversation to
academic discourse
Items may be academic-specific and relationships
discipline-specific
Academic chunks often reflect the organisation
and packaging of academic discourse
Vague category markers refer to in-group
understandings
Collaborative exploration of items is important
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Exploring high-frequency features like chunking and vague category marking in academic speaking, and how these manifest from conversational habits. Analysis includes 3-word and 4-word chunks commonly found in academic conversations. The comparison of academic versus social language use provides valuable insights into linguistic patterns. The content also delves into the nuances between "in terms of" and "in the sense that" in academic discourse.


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  1. What can we do with corpus-based information about academic speaking? Mike McCarthy

  2. Summary: Two high-frequency features of conversation Chunking Vague category marking How these are carried over into academic speaking

  3. 3-word chunks: academic CANC ACAD 1 A LOT OF 2 I DON'T KNOW 3 YOU WANT TO 4 ONE OF THE 5 YOU HAVE TO 6 GOING TO BE 7 YOU'VE GOT TO 8 THIS IS THE 9 IN TERMS OF 10 THIS IS A CLAS 1 A LOT OF 2 DO YOU THINK 3 IN TERMS OF 4 AND SO ON 5 YOU HAVE TO 6 UH HUH AND 7 YOU NEED TO 8 YOU WANT TO 9 I DON'T KNOW 10 A LITTLE BIT

  4. 3-word chunks: academic CANC ACAD 1 A LOT OF 2 I DON'T KNOW 3 YOU WANT TO 4 ONE OF THE 5 YOU HAVE TO 6 GOING TO BE 7 YOU'VE GOT TO 8 THIS IS THE 9 IN TERMS OF 10 THIS IS A CLAS 1 A LOT OF 2 DO YOU THINK 3 IN TERMS OF 4 AND SO ON 5 YOU HAVE TO 6 UH HUH AND 7 YOU NEED TO 8 YOU WANT TO 9 I DON'T KNOW 10 A LITTLE BIT

  5. In terms of: academic vs social per 1m Academic combined Social & intimate 0 50 100 150 200 250 300 350

  6. 4-wd chunks: sense CANC ACAD 1 IN THE SENSE THAT 2 DOES THAT MAKE SENSE 3 A SENSE IN WHICH 4 SO IN A SENSE 5 IN A SENSE THAT CLAS 1 IN THE SENSE OF 2 IN THE SENSE THAT 3 IS IN THE SENSE 4 THE SENSE OF WHETHER 5 DOES THAT MAKE SENSE

  7. 4-wd chunks: sense CANC ACAD 1 IN THE SENSE THAT 2 DOES THAT MAKE SENSE 3 A SENSE IN WHICH 4 SO IN A SENSE 5 IN A SENSE THAT CLAS 1 IN THE SENSE OF 2 IN THE SENSE THAT 3 IS IN THE SENSE 4 THE SENSE OF WHETHER 5 DOES THAT MAKE SENSE

  8. In the sense that: academic vs social per 1m Academic combined Social & intimate 0 5 10 15 20 25 30 35

  9. In terms of or in the sense that? But there's a difference, [in the sense that] if an exclusion clause falls into a particular definition, then it's subject to the reasonableness test. Speak to companies, do questionnaires. You need quantitative and qualitative. You know, quantitative [in terms of] how many questionnaires you get back. Say you get fifty or sixty or whatever. The qualitative [in terms of] in the discussions when you get information from the companies and that. It's suggesting something about the difficulty of modern living sort of, you know, [in the sense that] it's all fragmented.

  10. In terms of or in the sense that? But there's a difference, [in the sense that] if an exclusion clause falls into a particular definition, then it's subject to the reasonableness test. Speak to companies, do questionnaires. You need quantitative and qualitative. You know, quantitative [in terms of] how many questionnaires you get back. Say you get fifty or sixty or whatever. The qualitative [in terms of] in the discussions when you get information from the companies and that. It's suggesting something about the difficulty of modern living sort of, you know, [in the sense that] it's all fragmented.

  11. Vague category markers <$1> Mm. But er yeah. Have you done anything on the intentionalist fallacy and the effective fallacy and that sort of thing? Well that that's quite important because I don't think you can ever demonstrate what a writer's intentions are. [lit. stylistics supervision CANC ACAD]

  12. Vague category markers Before we go on to the third lecture where we talk about the liver and pancreas and so on, Later on by the time of birth the liver constitutes about five percent of the weight of the e= embryo and blood cell production is moving then to the bone marrow and so on. [medicine lecture CANC ACAD] Okay. So as you go around actually in spots like this where the actual material is exposed you see the bank is made up of obviously soil and stones and so forth. [archaeology field trip CANC ACAD]

  13. CLAS Tourism lecture I mentioned in the last class there that, you know, from employment legislation and the idea of human resource policies and human resource developments and time off and leisure time and time in lieu of extra hours overtime worked and all that kind of thing, that developed concurrently with increased travel behaviour, am, internationally, okay. So whenever you're asked to think about what are the factors that sort of influence travel development, one area is the social and cultural element of it. And with that you talk about your standard template, your social demographic, am, statistics, your populations statistics, your age profile, your population pyramids, your tree pyramids that you would have done in geography in school and things like that, okay.

  14. From the corpus In academic speaking, some of the most common vague expressions of this kind are: Adding expressions and so on etcetera and so forth etcetera etcetera and so on and so forth Alternatives or whatever or something or something like that

  15. Error alert! Vague expressions are also common in informal conversations (e.g. and stuff, and that kind of stuff). Be careful not to use these in formal contexts. If in doubt, only use and so on, and so forth and etcetera. You can use vague expressions in academic speaking, but avoid them in your writing, apart from etcetera. In academic writing etcetera is usually written as etc. with a full stop.

  16. Vague expressions: practice Listen to extracts from other presentations on plastics. Write the vague expressions the speakers use. Then practise repeating the extracts. Practise again using other vague expressions. The bioplastics that are currently produced tend to be made from agricultural food products such as corn, potatoes, rice, [and so on and so forth], though corn is still the main source. To be approved by the BPI, which stands for the Biodegradable Products Institute, bioplastic materials must not contain large amounts of heavy metals such as lead, mercury [and so on]. Bioplastics are widely used in the food industry in drinks bottles, in packaging of fruit and vegetables [etcetera etcetera] but these are not always the answer to environmentalists concerns.

  17. Vague expressions: practice Listen to extracts from other presentations on plastics. Write the vague expressions the speakers use. Then practise repeating the extracts. Practise again using other vague expressions. The bioplastics that are currently produced tend to be made from agricultural food products such as corn, potatoes, rice, [and so on and so forth], though corn is still the main source. To be approved by the BPI, which stands for the Biodegradable Products Institute, bioplastic materials must not contain large amounts of heavy metals such as lead, mercury [and so on]. Bioplastics are widely used in the food industry in drinks bottles, in packaging of fruit and vegetables [etcetera etcetera] but these are not always the answer to environmentalists concerns.

  18. CLAS Tourism lecture I mentioned in the last class there that, you know, from employment legislation and the idea of human resource policies and human resource developments and time off and leisure time and time in lieu of extra hours overtime worked and all that kind of thing, that developed concurrently with increased travel behaviour, am, internationally, okay. So whenever you're asked to think about what are the factors that sort of influence travel development, one area is the social and cultural element of it. And with that you talk about your standard template, your social demographic, am, statistics, your populations statistics, your age profile, your population pyramids, your tree pyramids that you would have done in geography in school and things like that, okay.

  19. Margaret Healys CLAS data <$NS505> you spend so long focusing on balancing your money, balancing your credit cards, balancing your cash, making sure everything is right, that the whole area of credit bills tend to be not viewed as important or they paid you credit cards or something, you have that money. The money you don't have is your credit bills So there's a lot of annoying little issues caused by walkouts, I suppose with the most important being your financial loss in your hotel

  20. Conclusion Features are carried over from conversation to academic discourse Items may be academic-specific and relationships discipline-specific Academic chunks often reflect the organisation and packaging of academic discourse Vague category markers refer to in-group understandings Collaborative exploration of items is important

  21. In terms of ... (MICASE) 160 140 120 100 80 60 40 20 0 Social Humanities Biological and Health Sciences Physical Sciences and Engineering Sciences and Education

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