probability models 0.002798401
such models 0.002728342
markov models 0.002674788
parsing models 0.002634695
lfg models 0.00259539
linear models 0.0024772509999999998
stochastic model 0.0024104950000000003
unlexicalized models 0.002407671
models 0.00212927
model 0.00198794
test data 0.001958923
treebank training 0.001784962
word classes 0.001761005
word frequencies 0.001673079
training hand 0.001615829
unannotated data 0.0015653870000000001
probability distribution 0.001406506
training 0.00129449
other evaluation 0.001154003
individual words 0.001132172
head words 0.0010869949999999999
large lfg 0.001055273
linear probability 0.001017112
likelihood estimation 0.001000096
statistical parsing 9.90989E-4
lfg grammar 9.704269999999999E-4
poor results 9.669419999999999E-4
previous work 9.50954E-4
large corpora 9.40855E-4
perimental results 9.33115E-4
mental results 9.29533E-4
stochastic parsing 9.2798E-4
stochastic grammar 9.26862E-4
newspaper text 8.97831E-4
hidden markov 8.92419E-4
interesting feature 8.77569E-4
recognition task 8.7744E-4
evaluation measures 8.76482E-4
partial annotation 8.636309999999999E-4
small scale 8.62268E-4
experimental evaluation 8.617220000000001E-4
parsing mod 8.57542E-4
german text 8.26144E-4
german lfg 7.957649999999999E-4
statistical parsers 7.83834E-4
grammar lexicalization 7.748379999999999E-4
stochastic mod 7.74672E-4
match task 7.74559E-4
words 7.73501E-4
statistical modeling 7.680530000000001E-4
nal treebank 7.49621E-4
probable parse 7.466650000000001E-4
correct parse 7.40686E-4
current lack 7.40021E-4
distribution 7.37375E-4
intensive research 7.26868E-4
parse types 7.21893E-4
new approach 7.21781E-4
frame recognition 7.10259E-4
stochastic modeling 7.05044E-4
direct comparison 6.9719E-4
wall street 6.829290000000001E-4
ambiguity rate 6.73868E-4
individual head 6.72165E-4
newspaper sen 6.71194E-4
probability 6.69131E-4
results 6.65866E-4
dot prod 6.52442E-4
tual constraints 6.51015E-4
following conclusions 6.50397E-4
annotated corpora 6.43876E-4
crucial use 6.42921E-4
open question 6.42578E-4
rization frames 6.386230000000001E-4
common wisdom 6.31642E-4
penn wall 6.251010000000001E-4
chaotic convergence 6.245000000000001E-4
vector dot 6.22659E-4
unannotated sentences 6.185520000000001E-4
experimental comparison 6.141079999999999E-4
actual design 6.13986E-4
street jour 6.123630000000001E-4
subcat frame 6.10314E-4
frame match 6.07378E-4
exact match 5.95875E-4
insu ciency 5.95412E-4
parametric family 5.90424E-4
annotation 5.87573E-4
average ambiguity 5.805000000000001E-4
uni cation 5.60045E-4
algorithm 5.5953E-4
evaluation 5.52714E-4
markov 5.45518E-4
feature 5.1887E-4
parameters 5.1548E-4
estimation 5.07658E-4
parsing 5.05425E-4
grammar 5.04307E-4
likelihood 4.92438E-4
treebank 4.90472E-4
