LEGEND_NAME = PC_sLDA

BP_sLDAGibbs_LDAMED_sLDA
PC_sLDAlogistic_regr

LABEL_NAME = more_than_2_out_of_4_stars

more_than_2_out_of_4_stars

FRAC_LABELS = 0.1

0.050.10.2
1.0

N_STATES = 25.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/bow_pang_movie_reviews_v20170929/20171011frombest-mod_name=slda__tf-frac_labels=0.100-n_states=025-alpha=1.0100-tau=1.0100-lambda_w=000.100-init_name=bestauc_gibbs_K025_f0.100-weight_x=1.0-weight_y=0100.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=1/1/lap0000075.000_topic_model_snapshot

6/25

-9.3


0.951 
retread             

0.943 
unfunny             

0.923 
unwatchable         

0.904 
mindless            

0.823 
o'donnel            

0.798 
uninspired          

0.740 
obligatory          

0.736 
lame                

0.727 
yell                

0.696 
terminally          

0.688 
moronic             

0.676 
recycled            

0.665 
bore                

0.665 
sheen               

0.656 
feeble              

4/25

-6.2


0.984 
nyc                 

0.974 
onscreen            

0.957 
exploitive          

0.949 
fuller              

0.717 
shrink              

0.694 
gigantic            

0.672 
remainder           

0.629 
hippie              

0.612 
institut            

0.611 
1951                

0.589 
comprehend          

0.573 
anymore             

0.569 
thusly              

0.566 
telling             

0.565 
disillusioned       

20/25

-2.2


0.974 
cornucopia          

0.949 
instructor          

0.924 
nc-17               

0.874 
ridicules           

0.854 
barks               

0.851 
shiny               

0.835 
flies               

0.828 
spit                

0.770 
admonishes          

0.759 
reassures           

0.753 
brags               

0.738 
vomit               

0.709 
outfits             

0.703 
nominee             

0.688 
close-up            

7/25

-0.5


0.997 
vampire             

0.996 
craven              

0.995 
crow                

0.990 
caine               

0.979 
supernatural        

0.978 
blair               

0.977 
slasher             

0.970 
witch               

0.963 
halloween           

0.960 
williamson          

0.958 
lab                 

0.957 
horror              

0.955 
invisible           

0.955 
psychic             

0.950 
gore                

10/25

-0.2


0.998 
seagal              

0.997 
snipes              

0.996 
stallone            

0.996 
fbi                 

0.993 
harrison            

0.993 
conspiracy          

0.992 
keanu               

0.991 
plane               

0.987 
cruise              

0.927 
reeves              

0.913 
fugit               

0.896 
speed               

0.888 
adrenaline          

0.849 
crash               

0.843 
zone                

21/25

0.0


0.995 
film-making         

0.993 
film-maker          

0.993 
sub-plot            

0.993 
film-makers         

0.958 
counsel             

0.946 
stanford            

0.922 
circa               

0.920 
90                  

0.867 
fragment            

0.809 
vaguely             

0.804 
sub-plots           

0.736 
simply              

0.730 
off-beat            

0.721 
bros                

0.709 
anchor              

22/25

0.3


0.998 
tarantino           

0.997 
heist               

0.997 
quentin             

0.997 
robbery             

0.996 
gangster            

0.996 
casino              

0.995 
mobster             

0.993 
toro                

0.990 
gambler             

0.987 
gang                

0.987 
taxi                

0.982 
ex-con              

0.981 
mafia               

0.981 
vegas               

0.980 
dealer              

0/25

0.3


0.999 
soldier             

0.997 
jews                

0.997 
holocaust           

0.997 
colonel             

0.996 
nazis               

0.996 
troop               

0.995 
war                 

0.994 
col                 

0.994 
civilian            

0.994 
ww11                

0.993 
navy                

0.991 
fascist             

0.991 
nazi                

0.990 
anti-semite         

0.980 
army                

3/25

0.3


0.999 
basketball          

0.998 
coach               

0.997 
football            

0.997 
school              

0.996 
campus              

0.996 
classmate           

0.995 
baseball            

0.995 
girls               

0.994 
mira                

0.990 
student             

0.977 
boys                

0.970 
sorvino             

0.933 
athlete             

0.931 
math                

0.931 
bud                 

1/25

0.5


0.997 
ranch               

0.996 
sheriff             

0.993 
preacher            

0.992 
town                

0.990 
fonda               

0.989 
cowboy              

0.977 
texas               

0.972 
costner             

0.955 
roads               

0.946 
wilder              

0.945 
peak                

0.943 
horse               

0.943 
farmer              

0.937 
thornton            

0.929 
hors                

12/25

0.6


0.998 
jude                

0.996 
dicaprio            

0.995 
leonardo            

0.986 
von                 

0.986 
kane                

0.974 
fiennes             

0.958 
hopkin              

0.945 
restore             

0.938 
liam                

0.933 
madeleine           

0.917 
slave               

0.917 
hopper              

0.906 
merchant            

0.905 
phoenix             

0.901 
harris              

19/25

0.6


0.999 
email               

0.999 
subscribe           

0.999 
silicon             

0.999 
nationwide          

0.998 
amc                 

0.997 
theron              

0.997 
week                

0.996 
cinemas             

0.996 
charlize            

0.996 
free                

0.994 
mail                

0.994 
send                

0.994 
valley              

0.991 
friday              

0.977 
willy               

14/25

1.0


0.998 
china               

0.997 
wang                

0.996 
poet                

0.996 
chef                

0.994 
chinese             

0.992 
italy               

0.988 
poetry              

0.985 
japan               

0.982 
village             

0.981 
spanish             

0.977 
peasant             

0.977 
li                  

0.972 
india               

0.955 
italian             

0.949 
hong                

9/25

1.0


0.999 
paris               

0.998 
kieslowski          

0.998 
michel              

0.998 
pierre              

0.998 
french              

0.997 
krzysztof           

0.996 
diary               

0.994 
isabelle            

0.994 
le                  

0.993 
cafe                

0.992 
parisian            

0.992 
franc               

0.989 
dancer              

0.988 
georg               

0.985 
leary               

23/25

1.0


0.998 
gags                

0.998 
carrey              

0.996 
brady               

0.996 
reiner              

0.996 
murray              

0.993 
funnier             

0.992 
dumber              

0.989 
flatulence          

0.951 
brook               

0.936 
sophomoric          

0.933 
jokes               

0.933 
stiller             

0.929 
liar                

0.914 
irreverent          

0.902 
laugh               

13/25

1.2


0.999 
branagh             

0.998 
juliet              

0.997 
romeo               

0.997 
tucci               

0.997 
helena              

0.995 
winona              

0.995 
schreiber           

0.995 
liev                

0.994 
nolte               

0.994 
ryder               

0.993 
parker              

0.991 
shakespearean       

0.991 
posey               

0.987 
hamlet              

0.985 
shakespeare         

11/25

1.5


0.997 
007                 

0.996 
jurassic            

0.996 
space               

0.994 
robot               

0.992 
underwater          

0.990 
connery             

0.988 
ship                

0.975 
bond                

0.968 
trek                

0.964 
mars                

0.956 
alien               

0.955 
island              

0.955 
brosnan             

0.938 
outer               

0.938 
planet              

15/25

1.8


0.998 
detect              

0.993 
serial              

0.991 
homicide            

0.980 
killer              

0.976 
chan                

0.975 
inspector           

0.927 
murder              

0.916 
fatale              

0.903 
policeman           

0.901 
police              

0.895 
investigate         

0.856 
powell              

0.848 
killings            

0.847 
hitchcock           

0.826 
femme               

24/25

1.9


0.996 
mamet               

0.994 
courtroom           

0.989 
prosecutor          

0.987 
activist            

0.982 
trial               

0.977 
republican          

0.977 
governor            

0.977 
church              

0.967 
attorney            

0.964 
democrat            

0.963 
lawyer              

0.962 
catholic            

0.958 
spacey              

0.932 
judge               

0.930 
inmate              

5/25

1.9


0.997 
mine                

0.997 
meant               

0.997 
reflect             

0.996 
employ              

0.992 
*-1/2               

0.988 
thumb               

0.984 
***-1/2             

0.956 
opinion             

0.902 
**-1/2              

0.893 
award               

0.880 
february            

0.866 
afterall            

0.833 
december            

0.813 
january             

0.763 
notwithstanding     

17/25

1.9


0.999 
disney              

0.996 
animal              

0.996 
aladdin             

0.995 
claus               

0.995 
santa               

0.994 
live-action         

0.994 
walt                

0.988 
voiced              

0.988 
princess            

0.983 
beast               

0.964 
circus              

0.963 
christmas           

0.961 
cats                

0.957 
cartoon             

0.944 
dog                 

18/25

2.1


0.997 
documentary         

0.995 
altman              

0.993 
concert             

0.986 
cookie              

0.985 
woody               

0.979 
clips               

0.957 
stardom             

0.945 
kansas              

0.940 
porn                

0.939 
rock                

0.916 
jazz                

0.908 
disco               

0.903 
rehearse            

0.892 
interview           

0.872 
band                

16/25

4.5


0.990 
paltrow             

0.989 
liv                 

0.952 
affleck             

0.950 
marisa              

0.938 
philandering        

0.923 
gwyneth             

0.869 
wed                 

0.851 
gay                 

0.851 
ladies              

0.797 
gus                 

0.796 
chemistry           

0.784 
fiance              

0.766 
seattle             

0.762 
bachelor            

0.740 
dillon              

8/25

4.8


0.997 
classification      

0.989 
ingmar              

0.977 
distributor         

0.975 
ratio               

0.964 
one-hundred         

0.959 
behind-the-scenes   

0.956 
entries             

0.954 
well-written        

0.916 
puttnam             

0.903 
underused           

0.902 
1992                

0.890 
bergman             

0.887 
avail               

0.866 
motion              

0.858 
66                  

2/25

8.4


0.955 
grief               

0.942 
uplifting           

0.847 
rations             

0.839 
layer               

0.815 
pity                

0.694 
laid                

0.691 
fierce              

0.685 
focal               

0.682 
reality             

0.678 
flashbacks          

0.642 
elder               

0.640 
unpredictable       

0.633 
fault               

0.633 
longtime            

0.628 
freely