%s
 The constraint weights for each iteration:[1 1 1]
[17.38910378  8.32634787  9.34236503]
[17.94928012  7.29800114  9.35694797]
[18.1827856   5.84281407  9.39638646]
[18.36115289  3.75157779  9.4648404 ]
[18.65252481  1.1847433   9.71801449]
[19.00147829  0.07004542 10.06205325]
[19.0351764   0.02039949 10.0835773 ]
[1.90434960e+01 1.71537645e-02 1.00851959e+01]
[1.90472354e+01 1.55816844e-02 1.00856287e+01]
[1.90493960e+01 1.48701640e-02 1.00861977e+01]
[1.90504735e+01 1.40370769e-02 1.00861923e+01]
[1.90504561e+01 1.39904553e-02 1.00860769e+01]
%s
 Learnt underlying representation for each iteration:[['Cat', '/bet/', [0.5, 0.35503413138802986, 0.20685546992235382, 0.1070426669094057, 0.053725052504919726, 0.026871461459732574, 0.013438076880701113, 0.006720187327631912, 0.0033606665614203794, 0.0016806194083865327, 0.0008404526967264988, 0.00042029781415146226, 0.0002101846515829178]], ['Cat', '/bed/', [0.5, 0.6449658686119701, 0.7931445300776462, 0.8929573330905943, 0.9462749474950802, 0.9731285385402674, 0.9865619231192989, 0.9932798126723681, 0.9966393334385797, 0.9983193805916135, 0.9991595473032735, 0.9995797021858486, 0.999789815348417]], ['pl', '/a/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Dog', '/mot/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Turtle', '/lop/', [0.5, 0.35503413138802986, 0.20685546992235382, 0.1070426669094057, 0.053725052504919726, 0.026871461459732567, 0.013438076880701108, 0.006720187327631909, 0.003360666561420378, 0.0016806194083865318, 0.0008404526967264984, 0.0004202978141514621, 0.00021018465158291778]], ['Turtle', '/lob/', [0.5, 0.6449658686119701, 0.7931445300776463, 0.8929573330905942, 0.9462749474950802, 0.9731285385402675, 0.9865619231192989, 0.9932798126723681, 0.9966393334385797, 0.9983193805916135, 0.9991595473032735, 0.9995797021858486, 0.999789815348417]], ['Soup', '/pap/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Plane', '/mik/', [0.5, 0.35503413138802986, 0.20685546992235382, 0.1070426669094057, 0.053725052504919726, 0.026871461459732567, 0.013438076880701108, 0.006720187327631909, 0.003360666561420378, 0.0016806194083865318, 0.0008404526967264984, 0.0004202978141514621, 0.00021018465158291778]], ['Plane', '/mig/', [0.5, 0.6449658686119701, 0.7931445300776463, 0.8929573330905942, 0.9462749474950802, 0.9731285385402675, 0.9865619231192989, 0.9932798126723681, 0.9966393334385797, 0.9983193805916135, 0.9991595473032735, 0.9995797021858486, 0.999789815348417]], ['Beer', '/bek/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Wine', '/es/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Light', '/nur/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]], ['Toe', '/to/', [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0]]]
[['Cat', '/bet/', 0.35503413138802986], ['Cat', '/bed/', 0.6449658686119701], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.35503413138802986], ['Turtle', '/lob/', 0.6449658686119701], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.35503413138802986], ['Plane', '/mig/', 0.6449658686119701], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.20685546992235382], ['Cat', '/bed/', 0.7931445300776462], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.20685546992235382], ['Turtle', '/lob/', 0.7931445300776463], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.20685546992235382], ['Plane', '/mig/', 0.7931445300776463], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.1070426669094057], ['Cat', '/bed/', 0.8929573330905943], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.1070426669094057], ['Turtle', '/lob/', 0.8929573330905942], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.1070426669094057], ['Plane', '/mig/', 0.8929573330905942], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.053725052504919726], ['Cat', '/bed/', 0.9462749474950802], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.053725052504919726], ['Turtle', '/lob/', 0.9462749474950802], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.053725052504919726], ['Plane', '/mig/', 0.9462749474950802], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.026871461459732574], ['Cat', '/bed/', 0.9731285385402674], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.026871461459732567], ['Turtle', '/lob/', 0.9731285385402675], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.026871461459732567], ['Plane', '/mig/', 0.9731285385402675], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.013438076880701113], ['Cat', '/bed/', 0.9865619231192989], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.013438076880701108], ['Turtle', '/lob/', 0.9865619231192989], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.013438076880701108], ['Plane', '/mig/', 0.9865619231192989], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.006720187327631912], ['Cat', '/bed/', 0.9932798126723681], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.006720187327631909], ['Turtle', '/lob/', 0.9932798126723681], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.006720187327631909], ['Plane', '/mig/', 0.9932798126723681], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.0033606665614203794], ['Cat', '/bed/', 0.9966393334385797], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.003360666561420378], ['Turtle', '/lob/', 0.9966393334385797], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.003360666561420378], ['Plane', '/mig/', 0.9966393334385797], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.0016806194083865327], ['Cat', '/bed/', 0.9983193805916135], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.0016806194083865318], ['Turtle', '/lob/', 0.9983193805916135], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.0016806194083865318], ['Plane', '/mig/', 0.9983193805916135], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.0008404526967264988], ['Cat', '/bed/', 0.9991595473032735], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.0008404526967264984], ['Turtle', '/lob/', 0.9991595473032735], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.0008404526967264984], ['Plane', '/mig/', 0.9991595473032735], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.00042029781415146226], ['Cat', '/bed/', 0.9995797021858486], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.0004202978141514621], ['Turtle', '/lob/', 0.9995797021858486], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.0004202978141514621], ['Plane', '/mig/', 0.9995797021858486], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
[['Cat', '/bet/', 0.0002101846515829178], ['Cat', '/bed/', 0.999789815348417], ['pl', '/a/', 1.0], ['Dog', '/mot/', 1.0], ['Turtle', '/lop/', 0.00021018465158291778], ['Turtle', '/lob/', 0.999789815348417], ['Soup', '/pap/', 1.0], ['Plane', '/mik/', 0.00021018465158291778], ['Plane', '/mig/', 0.999789815348417], ['Beer', '/bek/', 1.0], ['Wine', '/es/', 1.0], ['Light', '/nur/', 1.0], ['Toe', '/to/', 1.0]]
%s
 The log likelihood of the observed data:-7.189236607328846
-1.8342689620734784
-0.9693751194212515
-0.41539420213507594
-0.17600943212999062
-0.08321273329495465
-0.04157169474235162
-0.021198372957755555
-0.011066937921600942
-0.006013391612934713
-0.0034891946327358504
-0.0022277343201745916
-0.0015973328573809828
