... reasonably C. reasoning D. reason
67. There are a lot of ______ jobs in this company.
A. attracted B. attraction C. attractive D. attract
68. Fortunately, the plane landed ______ after the violent ... Young Asians are not so as their American counterparts.
A. Rome B. Roman C. romantic D. romanticize
75. All of my students appreciate the ______ of English learning.
A. importance B. important ... expect B. expecting C. expectation D. expects
80 . With the ______ of weather, the journey was wonderful.
A. except B. exception C. excepting D. excepts
81 . The food in this restaurant was rather...
... perform
poorly on Twitter (Finin et al., 2010).
One of the most fundamental partsof the linguis-
tic pipeline is part -of- speech (POS) tagging, a basic
form of syntactic analysis which has countless appli-
cations ... to test the efficacy of
this feature set for part -of- speech tagging given lim-
ited training data. We randomly divided the set of
1 ,82 7 annotated tweets into a training set of 1,000
(14,542 tokens), ... standard partsof speech
3
(noun,
verb, etc.) as well as categories for token varieties
seen mainly in social media: URLs and email ad-
dresses; emoticons; Twitter hashtags, of the form
#tagname,...
... 0.294 +4 .8 0.292 +4.1 0.297 +5.9 0.293 +4.5
BB2 0.237 0.291 +22 .8 0. 287 +21.0 0.295 +24.2 0. 288 +21.5
PL2 0.2 68 0.2 98 +11.2 0.297 +10.9 0.306 +14.1 0.302 +12 .8
DLH 0.237 0.239 +0.7 0.2 38 +0.4 0.243 ... blocks, on
the basis that open class partsof speech
are more content-bearing than closed class
parts of speech. We test these hypothe-
ses in the context of Information Retrieval,
by syntactically ... pages 531–5 38,
Sydney, July 2006.
c
2006 Association for Computational Linguistics
Examining the Content Load of Part ofSpeech Blocks for Information
Retrieval
Christina Lioma
Department of Computing...
... four major types of ambiguity:
1. Between the wordforms of the same lexeme,
i.e., in the paradigm. For example, ,
an inflected form of (‘sofa’, mascu-
line), can mean (a) ‘the sofa’ (definite, singu-
lar, ... improve-
ment over the state -of- the-art for Bulgarian.
1 Introduction
Part -of- speech (POS) tagging is the task of as-
signing each of the words in a given piece of text a
contextually suitable ... larger
inventory of POS tags, e.g., the Penn Treebank
(Marcus et al., 1993) uses 48 tags: 36 for part-
of- speech, and 12 for punctuation and currency
symbols. This increase in the number of tags
is...
...
DETERMINATION OFPARTSOFSPEECH
61
DETERMINATION OFPARTSOFSPEECH
63
TASK 2: TABULATION OF SPECIAL-PURPOSE WORDS
WHICH ARE NOT COVERED BY RULES A, B, OR C
For Task 2, a subset of the ... believed to be adequate to main-
tain the goal of 95 per cent accuracy.
DETERMINATION OFPARTSOFSPEECH
55
DETERMINATION OFPARTSOFSPEECH
65
[Mechanical Translation and Computational ...
into affix and kernel parts and assigned a part ofspeech on the basis
of the part -of- speech implications of the affixes and the length of the
remaining kernel. An accuracy of 95 per cent is achieved...
... a
manually tagged corpus of about 10000
words for training, we obtain a tagging
accuracy of nearly 87 % for test inputs.
1 Introduction
Part ofSpeech (POS) tagging is the process of
marking up words ... richness of the language, many
words of Assamese occur in secondary forms in
texts. This increases the number of POS tags
that needed for the language. Also, often there
are differences of opinion ... Saharia
Department of CSE
Tezpur University
India - 784 0 28
Dhrubajyoti Das
Department of CSE
Tezpur University
India - 784 0 28
{nava tu,dhruba it06,utpal}@tezu.ernet.in
Utpal Sharma
Department of CSE
Tezpur...
... that a formally adequate account of recur-
sive syntactic structure is an essential component
of any model of the behaviour. In this study, we
tested a bigram POS tagger on different types of
structural ... Journal of Experimental Psychology, 16:
555–5 68, 1 986 .
L. Frazier. On comprehending sentences: Syntac-
tic parsing strategies. Ph.D. dissertation, Uni-
versity of Massachusetts, Amherst, MA, 19 78.
L. ... reading time penalty
for a garden-path region when the size of the prob-
ability decrease at the disambiguating region of a
garden-path sentence will be greater than that of
control sentences....
... Institute
University of Texas at Dallas
Richardson, TX 75 083 -0 688
{saidul,vince}@hlt.utdallas.edu
Abstract
This paper examines unsupervised ap-
proaches to part -of- speech (POS) tagging
for morphologically-rich, ... one
of some finite number of possible outcomes). For
a multinomial with K outcomes, a K-dimensional
Dirichlet distribution, which is conjugate to the
multinomial, is a natural choice of prior. For ... Similar trends are observed for Lex-
icon 2, where BHMM+IS outperforms BHMM
and MLHMM by a larger margin of 5–10% and
12–16%, respectively. For Lexicon 3, BHMM+IS
outperforms SHMM, the stronger...