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+Task 2 - SSM Next-Word Prediction Results
+=========================================
+Test Loss:       5.1749
+Test Perplexity: 176.79
+
+Model config:
+{
+  "d_model": 256,
+  "d_state": 16,
+  "num_layers": 2,
+  "dropout": 0.2,
+  "max_seq_len": 128,
+  "ffn_mult": 2
+}
+
+--- NWP Prediction Examples ---
+
+[WRONG]
+  Full sentence: The lay leadership of the church may be invited to speak on the various phases of church life service opportunities the church school missions mens work womens work youth program social activities and finances
+  Prefix:        The lay leadership of the church may be invited to speak on the various phases of church
+  Actual next:   life
+  Predicted:     <EOS>
+
+[CORRECT]
+  Full sentence: Who is the owner
+  Prefix:        Who is
+  Actual next:   the
+  Predicted:     the
+
+[WRONG]
+  Full sentence: Yet his editors did not abandon their sense of story value
+  Prefix:        Yet his editors did not
+  Actual next:   abandon
+  Predicted:     know
+
+[WRONG]
+  Full sentence: The joint investigations of linguistics and psychiatry have established in point of fact that no matter what the subject of conversation is or what words are involved it is impossible for people to talk at all without telling over and over again what sort of people they are and how they relate to the rest of the world
+  Prefix:        The joint investigations of linguistics and psychiatry have established in point of fact that no matter what the subject of conversation is or what words are involved it is
+  Actual next:   impossible
+  Predicted:     not
+
+[WRONG]
+  Full sentence: Soviet Premier Khrushchev sent New Years hopes for peace to Presidentelect Kennedy and got a cool acknowledgment in reply
+  Prefix:        Soviet Premier Khrushchev sent New Years hopes for peace
+  Actual next:   to
+  Predicted:     and
+
+[WRONG]
+  Full sentence: If one characteristic distinguishes Boris Godunov it is the consistency with which every person on the stage including the chorus comes alive in the music
+  Prefix:        If one characteristic distinguishes Boris Godunov it is the consistency with which
+  Actual next:   every
+  Predicted:     the
+
+[WRONG]
+  Full sentence: Nakamura was unable to demonstrate their existence either by anatomic or physiologic methods in dogs
+  Prefix:        Nakamura was unable to demonstrate their existence
+  Actual next:   either
+  Predicted:     <EOS>
+
+[CORRECT]
+  Full sentence: Shipbuilding aircraft procurement and weapon programs indicate that there will not be enough of anything
+  Prefix:        Shipbuilding aircraft procurement and weapon programs indicate
+  Actual next:   that
+  Predicted:     that
+
+[WRONG]
+  Full sentence: Trial and error are better placed in the preliminary sketch than in hoping for miracles in the final painting
+  Prefix:        Trial and error are better placed in the preliminary
+  Actual next:   sketch
+  Predicted:     program
+
+[WRONG]
+  Full sentence: Another problem in the area of federalstate relationships is this what constitutes reversible error in a state decision
+  Prefix:        Another problem in the area of federalstate relationships is
+  Actual next:   this
+  Predicted:     not
+
+[WRONG]
+  Full sentence: This birth length seems to be typical
+  Prefix:        This birth length
+  Actual next:   seems
+  Predicted:     is
+
+[CORRECT]
+  Full sentence: But it took the pictures of the Migs and the T tanks to do the job
+  Prefix:        But it took the pictures of the Migs
+  Actual next:   and
+  Predicted:     and
+
+[WRONG]
+  Full sentence: This is simply a confession of intellectual sterility spruced up to look virtuous
+  Prefix:        This is simply a confession of
+  Actual next:   intellectual
+  Predicted:     the
+
+[WRONG]
+  Full sentence: then the search for the maximum at any one stage will require a number of operations of order Af where a is some number not unreasonably large
+  Prefix:        then the search for the maximum at any one stage will require a
+  Actual next:   number
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: The pair of white cotton shorts ruled his life
+  Prefix:        The pair of white
+  Actual next:   cotton
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: A crucial question therefore is what evangelism and mission actually mean in metropolitan Protestantism
+  Prefix:        A crucial question therefore is what evangelism
+  Actual next:   and
+  Predicted:     is
+
+[WRONG]
+  Full sentence: The growers have strenuously argued that I should have accepted the Superior Court decisions as conclusive and issued statewide instructions to our staff to ignore this provision in the Secretarys Regulation
+  Prefix:        The growers have strenuously argued that I should have accepted the Superior Court decisions as
+  Actual next:   conclusive
+  Predicted:     well
+
+[CORRECT]
+  Full sentence: Stanley had filled out the return and because when he was finished it was close to the lunch hour he had politely asked Kitti to join him never expecting her to accept
+  Prefix:        Stanley had filled out the return and because when he was finished it was close to
+  Actual next:   the
+  Predicted:     the
+
+[WRONG]
+  Full sentence: Samuel Gorton founder of Warwick was styled by the historian Samuel Greene Arnold one of the most remarkable men who ever lived
+  Prefix:        Samuel Gorton founder of Warwick was styled by the historian Samuel
+  Actual next:   Greene
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: He scarcely saw them
+  Prefix:        He scarcely
+  Actual next:   saw
+  Predicted:     knew
+
+[WRONG]
+  Full sentence: Song Of Hiawatha in Elgin Illinois from June to th
+  Prefix:        Song Of Hiawatha in Elgin
+  Actual next:   Illinois
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: They were increasingly looked upon as a means of establishing the new rural communes as the focus of a new constructive national effort
+  Prefix:        They were increasingly looked upon as a means of establishing the
+  Actual next:   new
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: Only one of the flight scored a direct hit and the rest blew up jungle
+  Prefix:        Only one of the flight scored a
+  Actual next:   direct
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: It was a high mark for Mama
+  Prefix:        It was a
+  Actual next:   high
+  Predicted:     <UNK>
+
+[WRONG]
+  Full sentence: He stood looking down for a few seconds then backed up two or three paces from the edge
+  Prefix:        He stood looking down for a few seconds then
+  Actual next:   backed
+  Predicted:     went