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Copy pathWNUT_NER_2016_IM_models.txt
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WNUT_NER_2016_IM_models.txt
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SGD: Regex
processed 23050 tokens with 937 phrases; found: 266 phrases; correct: 32.
accuracy: 91.24%; precision: 12.03%; recall: 3.42%; FB1: 5.32
company: precision: 0.00%; recall: 0.00%; FB1: 0.00 8
facility: precision: 0.00%; recall: 0.00%; FB1: 0.00 2
geo-loc: precision: 17.24%; recall: 3.09%; FB1: 5.24 29
movie: precision: 14.29%; recall: 5.56%; FB1: 8.00 7
musicartist: precision: 0.00%; recall: 0.00%; FB1: 0.00 10
other: precision: 11.11%; recall: 3.91%; FB1: 5.79 63
person: precision: 30.91%; recall: 6.97%; FB1: 11.37 55
product: precision: 2.20%; recall: 4.35%; FB1: 2.92 91
sportsteam: precision: 0.00%; recall: 0.00%; FB1: 0.00 1
tvshow: precision: 0.00%; recall: 0.00%; FB1: 0.00 0
processed 23050 tokens with 937 phrases; found: 266 phrases; correct: 79.
accuracy: 92.03%; precision: 29.70%; recall: 8.43%; FB1: 13.13
: precision: 29.70%; recall: 8.43%; FB1: 13.13 266
SGD: Dict + Regex
processed 23050 tokens with 937 phrases; found: 701 phrases; correct: 285.
accuracy: 93.66%; precision: 40.66%; recall: 30.42%; FB1: 34.80
company: precision: 53.57%; recall: 20.83%; FB1: 30.00 28
facility: precision: 14.29%; recall: 10.87%; FB1: 12.35 35
geo-loc: precision: 41.40%; recall: 54.94%; FB1: 47.21 215
movie: precision: 11.11%; recall: 5.56%; FB1: 7.41 9
musicartist: precision: 50.00%; recall: 3.51%; FB1: 6.56 4
other: precision: 24.11%; recall: 15.08%; FB1: 18.56 112
person: precision: 55.65%; recall: 54.51%; FB1: 55.07 239
product: precision: 15.15%; recall: 10.87%; FB1: 12.66 33
sportsteam: precision: 42.11%; recall: 7.62%; FB1: 12.90 19
tvshow: precision: 0.00%; recall: 0.00%; FB1: 0.00 7
processed 23050 tokens with 937 phrases; found: 694 phrases; correct: 394.
accuracy: 94.75%; precision: 56.77%; recall: 42.05%; FB1: 48.31
: precision: 56.77%; recall: 42.05%; FB1: 48.31 694
SGD: Dict + Regex + 200D glove
processed 23050 tokens with 937 phrases; found: 1054 phrases; correct: 365.
accuracy: 93.00%; precision: 34.63%; recall: 38.95%; FB1: 36.66
company: precision: 35.82%; recall: 33.33%; FB1: 34.53 67
facility: precision: 8.62%; recall: 10.87%; FB1: 9.62 58
geo-loc: precision: 39.60%; recall: 61.11%; FB1: 48.06 250
movie: precision: 7.69%; recall: 5.56%; FB1: 6.45 13
musicartist: precision: 21.43%; recall: 5.26%; FB1: 8.45 14
other: precision: 16.06%; recall: 22.35%; FB1: 18.69 249
person: precision: 51.56%; recall: 67.62%; FB1: 58.51 320
product: precision: 20.45%; recall: 19.57%; FB1: 20.00 44
sportsteam: precision: 61.29%; recall: 18.10%; FB1: 27.94 31
tvshow: precision: 0.00%; recall: 0.00%; FB1: 0.00 8
processed 23050 tokens with 937 phrases; found: 1032 phrases; correct: 517.
accuracy: 94.52%; precision: 50.10%; recall: 55.18%; FB1: 52.51
: precision: 50.10%; recall: 55.18%; FB1: 52.51 1032
SGD: 200D glove + Dict + Regex + Brown Cluster
processed 23050 tokens with 937 phrases; found: 804 phrases; correct: 362.
accuracy: 94.33%; precision: 45.02%; recall: 38.63%; FB1: 41.59
company: precision: 38.89%; recall: 29.17%; FB1: 33.33 54
facility: precision: 25.81%; recall: 17.39%; FB1: 20.78 31
geo-loc: precision: 47.00%; recall: 62.96%; FB1: 53.83 217
movie: precision: 16.67%; recall: 5.56%; FB1: 8.33 6
musicartist: precision: 33.33%; recall: 5.26%; FB1: 9.09 9
other: precision: 23.35%; recall: 21.79%; FB1: 22.54 167
person: precision: 60.98%; recall: 65.98%; FB1: 63.39 264
product: precision: 23.08%; recall: 13.04%; FB1: 16.67 26
sportsteam: precision: 76.92%; recall: 19.05%; FB1: 30.53 26
tvshow: precision: 25.00%; recall: 12.50%; FB1: 16.67 4
processed 23050 tokens with 937 phrases; found: 794 phrases; correct: 491.
accuracy: 95.57%; precision: 61.84%; recall: 52.40%; FB1: 56.73
: precision: 61.84%; recall: 52.40%; FB1: 56.73 794
SGD: 200D glove + Dict + Regex + Brown Cluster + Clark Clusters
processed 23050 tokens with 937 phrases; found: 827 phrases; correct: 362.
accuracy: 94.15%; precision: 43.77%; recall: 38.63%; FB1: 41.04
company: precision: 41.51%; recall: 30.56%; FB1: 35.20 53
facility: precision: 17.65%; recall: 19.57%; FB1: 18.56 51
geo-loc: precision: 49.01%; recall: 61.11%; FB1: 54.40 202
movie: precision: 12.50%; recall: 5.56%; FB1: 7.69 8
musicartist: precision: 50.00%; recall: 5.26%; FB1: 9.52 6
other: precision: 21.02%; recall: 20.67%; FB1: 20.85 176
person: precision: 60.74%; recall: 67.21%; FB1: 63.81 270
product: precision: 22.58%; recall: 15.22%; FB1: 18.18 31
sportsteam: precision: 73.08%; recall: 18.10%; FB1: 29.01 26
tvshow: precision: 25.00%; recall: 12.50%; FB1: 16.67 4
processed 23050 tokens with 937 phrases; found: 818 phrases; correct: 495.
accuracy: 95.44%; precision: 60.51%; recall: 52.83%; FB1: 56.41
: precision: 60.51%; recall: 52.83%; FB1: 56.41 818
SGD: 200D glove + Dict + Regex + Brown Cluster + Clark Clusters + Fine tuned Word Vectors Clusters
processed 23050 tokens with 937 phrases; found: 735 phrases; correct: 362.
accuracy: 94.70%; precision: 49.25%; recall: 38.63%; FB1: 43.30
company: precision: 41.67%; recall: 27.78%; FB1: 33.33 48
facility: precision: 28.57%; recall: 13.04%; FB1: 17.91 21
geo-loc: precision: 51.56%; recall: 61.11%; FB1: 55.93 192
movie: precision: 33.33%; recall: 5.56%; FB1: 9.52 3
musicartist: precision: 66.67%; recall: 7.02%; FB1: 12.70 6
other: precision: 29.86%; recall: 24.02%; FB1: 26.63 144
person: precision: 62.60%; recall: 67.21%; FB1: 64.82 262
product: precision: 18.75%; recall: 13.04%; FB1: 15.38 32
sportsteam: precision: 78.26%; recall: 17.14%; FB1: 28.13 23
tvshow: precision: 25.00%; recall: 12.50%; FB1: 16.67 4
processed 23050 tokens with 937 phrases; found: 729 phrases; correct: 478.
accuracy: 95.78%; precision: 65.57%; recall: 51.01%; FB1: 57.38
: precision: 65.57%; recall: 51.01%; FB1: 57.38 729
SGD: 200D glove + Dict + Regex + Brown Cluster + Clark Clusters + Fine tuned Word Vectors Clusters [WITHOUT large movie dictionary]
processed 23050 tokens with 937 phrases; found: 734 phrases; correct: 361.
accuracy: 94.77%; precision: 49.18%; recall: 38.53%; FB1: 43.21
company: precision: 40.00%; recall: 25.00%; FB1: 30.77 45
facility: precision: 23.53%; recall: 17.39%; FB1: 20.00 34
geo-loc: precision: 51.00%; recall: 62.96%; FB1: 56.35 200
movie: precision: 28.57%; recall: 11.11%; FB1: 16.00 7
musicartist: precision: 41.67%; recall: 8.77%; FB1: 14.49 12
other: precision: 28.24%; recall: 20.67%; FB1: 23.87 131
person: precision: 66.53%; recall: 65.98%; FB1: 66.26 242
product: precision: 21.21%; recall: 15.22%; FB1: 17.72 33
sportsteam: precision: 71.43%; recall: 19.05%; FB1: 30.08 28
tvshow: precision: 50.00%; recall: 12.50%; FB1: 20.00 2
processed 23050 tokens with 937 phrases; found: 727 phrases; correct: 477.
accuracy: 95.81%; precision: 65.61%; recall: 50.91%; FB1: 57.33
: precision: 65.61%; recall: 50.91%; FB1: 57.33 727
SGD: 200D glove + Dict + Regex + Brown Cluster + Clark Clusters + Fine tuned Word Vectors Clusters + Global Features
processed 23050 tokens with 937 phrases; found: 817 phrases; correct: 359.
accuracy: 93.61%; precision: 43.94%; recall: 38.31%; FB1: 40.94
company: precision: 37.74%; recall: 27.78%; FB1: 32.00 53
facility: precision: 21.74%; recall: 10.87%; FB1: 14.49 23
geo-loc: precision: 53.89%; recall: 59.88%; FB1: 56.73 180
movie: precision: 25.00%; recall: 22.22%; FB1: 23.53 16
musicartist: precision: 40.00%; recall: 3.51%; FB1: 6.45 5
other: precision: 20.90%; recall: 23.46%; FB1: 22.11 201
person: precision: 62.50%; recall: 67.62%; FB1: 64.96 264
product: precision: 10.64%; recall: 10.87%; FB1: 10.75 47
sportsteam: precision: 72.00%; recall: 17.14%; FB1: 27.69 25
tvshow: precision: 33.33%; recall: 12.50%; FB1: 18.18 3
processed 23050 tokens with 937 phrases; found: 807 phrases; correct: 468.
accuracy: 94.80%; precision: 57.99%; recall: 49.95%; FB1: 53.67
: precision: 57.99%; recall: 49.95%; FB1: 53.67 807
SGD: 200D glove + Dict + Regex + Brown Cluster + Global prediction
processed 23050 tokens with 937 phrases; found: 1036 phrases; correct: 370.
accuracy: 93.00%; precision: 35.71%; recall: 39.49%; FB1: 37.51
company: precision: 27.03%; recall: 27.78%; FB1: 27.40 74
facility: precision: 13.79%; recall: 17.39%; FB1: 15.38 58
geo-loc: precision: 45.74%; recall: 62.96%; FB1: 52.99 223
movie: precision: 20.00%; recall: 22.22%; FB1: 21.05 20
musicartist: precision: 13.04%; recall: 5.26%; FB1: 7.50 23
other: precision: 16.28%; recall: 19.55%; FB1: 17.77 215
person: precision: 51.84%; recall: 69.26%; FB1: 59.30 326
product: precision: 11.86%; recall: 15.22%; FB1: 13.33 59
sportsteam: precision: 65.62%; recall: 20.00%; FB1: 30.66 32
tvshow: precision: 16.67%; recall: 12.50%; FB1: 14.29 6
processed 23050 tokens with 937 phrases; found: 1015 phrases; correct: 505.
accuracy: 94.40%; precision: 49.75%; recall: 53.90%; FB1: 51.74
: precision: 49.75%; recall: 53.90%; FB1: 51.74 1015
SGD: 200D glove + Dict + Regex + Brown Cluster + Global prediction + Random feature dropout
processed 23050 tokens with 937 phrases; found: 842 phrases; correct: 356.
accuracy: 93.88%; precision: 42.28%; recall: 37.99%; FB1: 40.02
company: precision: 36.67%; recall: 30.56%; FB1: 33.33 60
facility: precision: 16.00%; recall: 17.39%; FB1: 16.67 50
geo-loc: precision: 48.43%; recall: 66.67%; FB1: 56.10 223
movie: precision: 29.41%; recall: 27.78%; FB1: 28.57 17
musicartist: precision: 45.45%; recall: 8.77%; FB1: 14.71 11
other: precision: 21.43%; recall: 15.08%; FB1: 17.70 126
person: precision: 56.23%; recall: 64.75%; FB1: 60.19 281
product: precision: 13.16%; recall: 10.87%; FB1: 11.90 38
sportsteam: precision: 58.62%; recall: 16.19%; FB1: 25.37 29
tvshow: precision: 14.29%; recall: 12.50%; FB1: 13.33 7
processed 23050 tokens with 937 phrases; found: 830 phrases; correct: 467.
accuracy: 95.00%; precision: 56.27%; recall: 49.84%; FB1: 52.86
: precision: 56.27%; recall: 49.84%; FB1: 52.86 830
BASELINE SYSTEM provided by organizers
accuracy: 93.80%; precision: 38.95%; recall: 31.94%; FB1: 35.10
company: precision: 40.00%; recall: 19.44%; FB1: 26.17 35
facility: precision: 18.37%; recall: 20.00%; FB1: 19.15 49
geo-loc: precision: 46.82%; recall: 50.00%; FB1: 48.36 173
movie: precision: 0.00%; recall: 0.00%; FB1: 0.00 4
musicartist: precision: 0.00%; recall: 0.00%; FB1: 0.00 10
other: precision: 32.82%; recall: 24.02%; FB1: 27.74 131
person: precision: 45.36%; recall: 56.15%; FB1: 50.18 302
product: precision: 13.16%; recall: 10.87%; FB1: 11.90 38
sportsteam: precision: 47.06%; recall: 7.62%; FB1: 13.11 17
tvshow: precision: 16.67%; recall: 12.50%; FB1: 14.29 6
processed 23050 tokens with 933 phrases; found: 854 phrases; correct: 462.
accuracy: 95.07%; precision: 54.10%; recall: 49.52%; FB1: 51.71
: precision: 54.10%; recall: 49.52%; FB1: 51.71 854
: precision: 54.10%; recall: 49.52%; FB1: 51.71 854
SUBMITTED:
processed 23050 tokens with 937 phrases; found: 670 phrases; correct: 291.
accuracy: 93.86%; precision: 43.43%; recall: 31.06%; FB1: 36.22
company: precision: 48.28%; recall: 19.44%; FB1: 27.72 29
facility: precision: 36.36%; recall: 26.09%; FB1: 30.38 33
geo-loc: precision: 46.74%; recall: 53.09%; FB1: 49.71 184
movie: precision: 16.67%; recall: 5.56%; FB1: 8.33 6
musicartist: precision: 0.00%; recall: 0.00%; FB1: 0.00 8
other: precision: 30.25%; recall: 20.11%; FB1: 24.16 119
person: precision: 53.04%; recall: 53.69%; FB1: 53.36 247
product: precision: 14.29%; recall: 6.52%; FB1: 8.96 21
sportsteam: precision: 40.00%; recall: 7.62%; FB1: 12.80 20
tvshow: precision: 0.00%; recall: 0.00%; FB1: 0.00 3
processed 23050 tokens with 937 phrases; found: 670 phrases; correct: 406.
accuracy: 95.12%; precision: 60.60%; recall: 43.33%; FB1: 50.53
: precision: 60.60%; recall: 43.33%; FB1: 50.53 670