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sentiment_fgsa_notes.txt
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sentiment_fgsa_notes.txt
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% LSTM
%% Order 1
% Train Set
% Tag Precision Recall F-Measure
% O 86.21% 87.44% 86.82%
% SENTIMENT 57.93% 72.23% 64.29%
% SOURCE 46.62% 69.97% 55.95%
% TARGET 43.22% 76.01% 55.11%
% Tag Precision Recall F-Measure
% O 86.38% 89.91% 88.11%
% SENTIMENT 60.90% 74.87% 67.16%
% SOURCE 48.96% 71.18% 58.02%
% TARGET 50.61% 74.58% 60.30%
% Tag Precision Recall F-Measure
% O 88.76% 67.71% 76.82%
% SENTIMENT 30.76% 76.51% 43.88%
% SOURCE 38.84% 49.82% 43.65%
% TARGET 29.45% 67.18% 40.95%
% Tag Precision Recall F1
% SENTIMENT 49.86 74.54 58.44
% SOURCE 44.81 63.66 52.54
% TARGET 41.09 72.59 52.12
% Macro-F1 54.3678
% Dev Set
% Tag Precision Recall F-Measure
% O 76.87% 83.75% 80.16%
% SENTIMENT 30.39% 25.69% 27.84%
% SOURCE 31.59% 37.88% 34.45%
% TARGET 24.59% 26.94% 25.71%
% Tag Precision Recall F-Measure
% O 76.44% 86.10% 80.98%
% SENTIMENT 30.53% 23.22% 26.38%
% SOURCE 27.74% 36.33% 31.46%
% TARGET 28.76% 23.59% 25.92%
% Tag Precision Recall F-Measure
% O 77.89% 70.02% 73.75%
% SENTIMENT 24.03% 37.51% 29.29%
% SOURCE 28.52% 37.43% 32.37%
% TARGET 22.73% 30.54% 26.06%
% Tag Precision Recall F1
% SENTIMENT 28.32 28.81 27.84
% SOURCE 29.28 37.21 32.76
% TARGET 25.36 27.02 25.90
%% Order 2
% Train Set
% Tag Precision Recall F-Measure
% O 79.96% 80.03% 79.99%
% SENTIMENT 34.18% 47.72% 39.83%
% SOURCE 29.79% 25.06% 27.22%
% TARGET 26.50% 45.30% 33.44%
% Tag Precision Recall F-Measure
% O 84.72% 90.62% 87.57%
% SENTIMENT 57.87% 72.89% 64.52%
% SOURCE 43.78% 71.41% 54.28%
% TARGET 56.50% 69.33% 62.26%
% Tag Precision Recall F-Measure
% O 86.00% 87.80% 86.89%
% SENTIMENT 54.88% 75.08% 63.41%
% SOURCE 47.69% 67.65% 55.94%
% TARGET 46.39% 77.69% 58.09%
% Tag Precision Recall F1
% SENTIMENT 48.98 65.23 55.92
% SOURCE 40.42 54.71 45.81
% TARGET 43.13 64.11 51.26
% Macro-F1 50.9989
% Dev Set
% Tag Precision Recall F-Measure
% O 75.82% 85.19% 80.23%
% SENTIMENT 29.97% 28.29% 29.11%
% SOURCE 30.34% 27.00% 28.57%
% TARGET 21.23% 20.78% 21.00%
% Tag Precision Recall F-Measure
% O 76.66% 85.62% 80.89%
% SENTIMENT 31.40% 26.14% 28.53%
% SOURCE 28.37% 41.75% 33.78%
% TARGET 26.24% 18.44% 21.66%
% Tag Precision Recall F-Measure
% O 76.11% 81.96% 78.92%
% SENTIMENT 29.00% 26.98% 27.96%
% SOURCE 27.62% 37.50% 31.81%
% TARGET 22.38% 23.27% 22.82%
% Tag Precision Recall F1
% SENTIMENT 30.12 27.14 28.53
% SOURCE 28.78 35.42 31.39
% TARGET 23.28 20.83 21.83
% Macro-F1 27.2489
%% Order 3
% Train Set
% Tag Precision Recall F-Measure
% O 83.94% 83.93% 83.93%
% SENTIMENT 45.33% 64.52% 53.25%
% SOURCE 38.18% 40.19% 39.16%
% TARGET 37.10% 65.11% 47.27%
% Tag Precision Recall F-Measure
% O 82.26% 87.43% 84.76%
% SENTIMENT 42.69% 65.16% 51.59%
% SOURCE 35.61% 37.49% 36.52%
% TARGET 47.47% 51.20% 49.26%
% Tag Precision Recall F-Measure
% O 86.16% 84.88% 85.52%
% SENTIMENT 47.62% 71.75% 57.25%
% SOURCE 42.28% 64.33% 51.03%
% TARGET 43.06% 72.04% 53.90%
% Tag Precision Recall F1
% SENTIMENT 45.21 67.14 54.03
% SOURCE 38.69 47.34 42.24
% TARGET 42.54 62.78 50.14
% Macro-F1 48.8033
% Dev Set
% Tag Precision Recall F-Measure
% O 77.12% 83.11% 80.01%
% SENTIMENT 29.10% 26.74% 27.87%
% SOURCE 31.37% 31.50% 31.44%
% TARGET 22.21% 22.03% 22.12%
% Tag Precision Recall F-Measure
% O 75.60% 87.57% 81.15%
% SENTIMENT 31.34% 27.84% 29.49%
% SOURCE 28.16% 28.40% 28.28%
% TARGET 28.09% 16.18% 20.54%
% Tag Precision Recall F-Measure
% O 76.98% 82.64% 79.71%
% SENTIMENT 27.63% 26.20% 26.89%
% SOURCE 27.78% 35.50% 31.17%
% TARGET 23.43% 24.75% 24.07%
% Tag Precision Recall F1
% SENTIMENT 29.36 26.93 28.08
% SOURCE 29.10 31.80 30.30
% TARGET 24.58 20.99 22.24
% Macro-F1 26.8744
%% Tree-LSTM
% Train Set
Tag Precision Recall F-Measure
O 74.78% 82.23% 78.33%
SENTIMENT 39.67% 46.78% 42.93%
SOURCE 23.88% 43.35% 30.80%
TARGET 27.82% 40.03% 32.82%
Tag Precision Recall F-Measure
O 79.60% 73.62% 76.49%
SENTIMENT 36.48% 47.87% 41.41%
SOURCE 22.95% 47.58% 30.97%
TARGET 19.40% 53.50% 28.47%
Tag Precision Recall F-Measure
O 81.31% 73.40% 77.15%
SENTIMENT 38.36% 53.41% 44.65%
SOURCE 23.88% 55.71% 33.43%
TARGET 20.62% 56.91% 30.28%
Tag Precision Recall F1
SENTIMENT 38.17 49.35 43.00
SOURCE 23.57 48.88 31.73
TARGET 22.61 50.15 30.52
Macro-F1 35.0844
% Dev Set
Tag Precision Recall F-Measure
O 74.14% 79.70% 76.82%
SENTIMENT 30.16% 32.78% 31.41%
SOURCE 18.98% 42.00% 26.15%
TARGET 17.47% 19.42% 18.40%
Tag Precision Recall F-Measure
O 75.82% 71.81% 73.76%
SENTIMENT 28.40% 33.94% 30.93%
SOURCE 17.22% 44.23% 24.79%
TARGET 15.52% 33.09% 21.13%
Tag Precision Recall F-Measure
O 76.20% 69.36% 72.62%
SENTIMENT 28.17% 36.97% 31.98%
SOURCE 17.92% 47.12% 25.97%
TARGET 16.33% 33.33% 21.92%
Tag Precision Recall F1
SENTIMENT 28.91 34.56 31.44
SOURCE 18.04 44.45 25.64
TARGET 16.44 28.61 20.48
% GRU
%% Order 1
% Train Set
% Tag Precision Recall F-Measure
% O 82.40% 89.44% 85.77%
% SENTIMENT 60.16% 60.25% 60.21%
% SOURCE 44.77% 66.74% 53.59%
% TARGET 46.36% 63.22% 53.49%
% Tag Precision Recall F-Measure
% O 87.39% 80.32% 83.71%
% SENTIMENT 44.88% 70.75% 54.92%
% SOURCE 39.69% 63.31% 48.79%
% TARGET 35.37% 73.96% 47.86%
% Tag Precision Recall F-Measure
% O 81.03% 87.80% 84.28%
% SENTIMENT 47.95% 66.84% 55.84%
% SOURCE 42.49% 56.86% 48.64%
% TARGET 58.22% 51.08% 54.42%
% Tag Precision Recall F1
% SENTIMENT 51.00 65.95 56.99
% SOURCE 42.32 62.30 50.34
% TARGET 46.65 62.75 51.92
% Macro-F1 53.0844
% Dev Set
% Tag Precision Recall F-Measure
% O 76.64% 86.78% 81.39%
% SENTIMENT 30.31% 19.73% 23.90%
% SOURCE 27.54% 39.00% 32.28%
% TARGET 23.10% 19.12% 20.93%
% Tag Precision Recall F-Measure
% O 77.05% 78.92% 77.97%
% SENTIMENT 28.27% 28.35% 28.31%
% SOURCE 27.30% 43.05% 33.41%
% TARGET 22.68% 29.29% 25.56%
% Tag Precision Recall F-Measure
% O 76.82% 85.63% 80.98%
% SENTIMENT 27.49% 25.78% 26.60%
% SOURCE 31.34% 39.30% 34.87%
% TARGET 29.86% 13.15% 18.26%
% Tag Precision Recall F1
% SENTIMENT 28.69 24.62 26.27
% SOURCE 28.73 40.45 33.52
% TARGET 25.21 20.52 21.58
% Macro-F1 27.1244
%% Order 2
% Train Set
% Tag Precision Recall F-Measure
% O 82.75% 88.99% 85.75%
% SENTIMENT 61.09% 64.14% 62.57%
% SOURCE 43.26% 72.45% 54.17%
% TARGET 43.88% 72.01% 54.53%
% Tag Precision Recall F-Measure
% O 84.05% 86.07% 85.05%
% SENTIMENT 54.56% 73.06% 62.47%
% SOURCE 45.20% 68.61% 54.50%
% TARGET 43.81% 73.83% 54.99%
% Tag Precision Recall F-Measure
% O 87.02% 78.11% 82.32%
% SENTIMENT 37.04% 81.82% 50.99%
% SOURCE 47.12% 66.16% 55.04%
% TARGET 42.89% 71.68% 53.66%
% Tag Precision Recall F1
% SENTIMENT 50.90 73.01 58.68
% SOURCE 45.19 69.07 54.57
% TARGET 43.53 72.51 54.39
% Macro-F1 55.8800
% Dev Set
%Tag Precision Recall F-Measure
% O 77.32% 85.60% 81.25%
% SENTIMENT 29.84% 19.67% 23.71%
% SOURCE 23.05% 40.50% 29.38%
% TARGET 22.66% 22.46% 22.56%
% Tag Precision Recall F-Measure
% O 76.63% 82.50% 79.46%
% SENTIMENT 25.98% 23.57% 24.72%
% SOURCE 24.13% 37.83% 29.47%
% TARGET 20.55% 21.98% 21.24%
% Tag Precision Recall F-Measure
% O 76.84% 75.21% 76.01%
% SENTIMENT 22.91% 33.65% 27.26%
% SOURCE 26.93% 35.63% 30.68%
% TARGET 21.46% 22.19% 21.82%
% Tag Precision Recall F1
% SENTIMENT 26.24 25.63 25.23
% SOURCE 24.70 37.99 29.84
% TARGET 21.56 22.21 21.87
%% Order 3
% Train Set
% Tag Precision Recall F-Measure
% O 86.39% 83.76% 85.05%
% SENTIMENT 43.74% 80.02% 56.56%
% SOURCE 46.65% 68.83% 55.61%
% TARGET 51.08% 74.50% 60.60%
% Tag Precision Recall F-Measure
% O 81.66% 90.63% 85.91%
% SENTIMENT 60.13% 67.51% 63.61%
% SOURCE 42.86% 72.56% 53.89%
% TARGET 55.02% 66.83% 60.35%
% Tag Precision Recall F-Measure
% O 84.77% 89.75% 87.19%
% SENTIMENT 52.93% 73.87% 61.67%
% SOURCE 43.66% 73.42% 54.76%
% TARGET 52.95% 70.96% 60.65%
% Tag Precision Recall F1
% SENTIMENT 52.27 73.80 60.61
% SOURCE 44.39 71.60 54.75
% TARGET 53.02 70.76 60.53
% Macro-F1 58.6333
% Dev Set
% Tag Precision Recall F-Measure
% O 76.09% 78.42% 77.24%
% SENTIMENT 24.53% 28.49% 26.36%
% SOURCE 27.11% 37.00% 31.30%
% TARGET 21.22% 19.30% 20.22%
% Tag Precision Recall F-Measure
% O 75.96% 87.42% 81.29%
% SENTIMENT 29.55% 21.46% 24.86%
% SOURCE 23.39% 41.33% 29.87%
% TARGET 23.64% 14.40% 17.90%
% Tag Precision Recall F-Measure
% O 76.00% 84.78% 80.15%
% SENTIMENT 27.00% 22.51% 24.55%
% SOURCE 25.75% 37.50% 30.53%
% TARGET 20.13% 16.70% 18.25%
% Tag Precision Recall F1
% SENTIMENT 27.03 24.15 25.26
% SOURCE 25.42 38.61 30.57
% TARGET 21.66 16.80 18.79
% Macro-F1 24.8711
%% Tree-GRU
% Train Set
Tag Precision Recall F-Measure
O 71.75% 90.66% 80.10%
SENTIMENT 65.19% 49.76% 56.44%
SOURCE 29.11% 56.29% 38.37%
TARGET 43.22% 46.60% 44.84%
Tag Precision Recall F-Measure
O 75.62% 80.78% 78.12%
SENTIMENT 32.70% 60.93% 42.56%
SOURCE 26.74% 48.35% 34.44%
TARGET 42.74% 36.20% 39.20%
Tag Precision Recall F-Measure
O 74.95% 86.89% 80.48%
SENTIMENT 54.07% 59.11% 56.48%
SOURCE 28.25% 61.40% 38.70%
TARGET 38.11% 50.32% 43.37%
Tag Precision Recall F1
SENTIMENT 50.65 56.60 51.83
SOURCE 28.03 55.35 37.17
TARGET 41.36 44.37 42.47
Macro-F1 43.8222
% Dev Set
Tag Precision Recall F-Measure
O 73.08% 86.61% 79.27%
SENTIMENT 39.53% 22.38% 28.58%
SOURCE 18.55% 43.70% 26.04%
TARGET 19.23% 17.91% 18.55%
Tag Precision Recall F-Measure
O 74.90% 76.17% 75.53%
SENTIMENT 23.92% 41.80% 30.43%
SOURCE 19.46% 42.53% 26.70%
TARGET 22.91% 17.49% 19.84%
Tag Precision Recall F-Measure
O 75.27% 81.40% 78.22%
SENTIMENT 30.02% 27.22% 28.55%
SOURCE 17.84% 47.15% 25.89%
TARGET 20.02% 18.98% 19.49%
Tag Precision Recall F1
SENTIMENT 31.16 30.47 29.19
SOURCE 18.62 44.46 26.21
TARGET 20.72 18.13 19.29
Macro-F1 24.8967
%% LEAST-SQUARES
%% LSTM
%% Dev Set
Tag Precision Recall F-Measure
O 77.71% 71.59% 74.52%
SENTIMENT 25.23% 46.75% 32.78%
SOURCE 31.86% 34.53% 33.14%
TARGET 21.76% 31.06% 25.59%
Tag Precision Recall F-Measure
O 77.50% 79.53% 78.50%
SENTIMENT 27.86% 33.16% 30.28%
SOURCE 22.73% 47.30% 30.71%
TARGET 24.05% 23.14% 23.58%
Tag Precision Recall F-Measure
O 77.85% 76.63% 77.24%
SENTIMENT 27.17% 31.06% 28.99%
SOURCE 23.71% 42.33% 30.39%
TARGET 21.21% 28.25% 24.23%
Tag Precision Recall F1
SENTIMENT 26.75 36.99 30.68
SOURCE 26.10 41.39 31.41
TARGET 22.34 27.48 24.47
Macro-F1 28.8544
%% GRU
%% Dev Set
Tag Precision Recall F-Measure
O 77.59% 78.14% 77.86%
SENTIMENT 25.75% 28.76% 27.17%
SOURCE 28.21% 37.80% 32.31%
TARGET 22.42% 27.19% 24.58%
Tag Precision Recall F-Measure
O 77.22% 73.65% 75.39%
SENTIMENT 25.53% 36.76% 30.13%
SOURCE 25.97% 40.38% 31.61%
TARGET 23.18% 25.70% 24.38%
Tag Precision Recall F-Measure
O 77.22% 73.65% 75.39%
SENTIMENT 25.53% 36.76% 30.13%
SOURCE 25.97% 40.38% 31.61%
TARGET 23.18% 25.70% 24.38%
Tag Precision Recall F1
SENTIMENT 25.60 34.09 29.14
SOURCE 26.72 39.52 31.84
TARGET 22.93 26.20 24.45
Macro-F1 28.4778
%% WORD2VEC
%% LSTM
%% Dev Set
Tag Precision Recall F-Measure
O 77.17% 78.89% 78.02%
SENTIMENT 29.13% 32.92% 30.91%
SOURCE 20.02% 31.10% 24.36%
TARGET 22.07% 21.85% 21.96%
Tag Precision Recall F-Measure
O 77.17% 78.89% 78.02%
SENTIMENT 29.13% 32.92% 30.91%
SOURCE 20.02% 31.10% 24.36%
TARGET 22.07% 21.85% 21.96%
Tag Precision Recall F-Measure
O 77.17% 78.89% 78.02%
SENTIMENT 29.13% 32.92% 30.91%
SOURCE 20.02% 31.10% 24.36%
TARGET 22.07% 21.85% 21.96%
Tag Precision Recall F1
SENTIMENT 29.13 32.92 30.91
SOURCE 20.02 31.10 24.36
TARGET 22.07 21.85 21.96
Macro-F1 25.7433
%% GRU
%% Dev Set
Tag Precision Recall F-Measure
O 79.23% 63.62% 70.57%
SENTIMENT 24.68% 48.32% 32.67%
SOURCE 18.12% 43.13% 25.52%
TARGET 20.95% 30.84% 24.95%
Tag Precision Recall F-Measure
O 76.60% 79.60% 78.07%
SENTIMENT 28.14% 25.37% 26.68%
SOURCE 23.85% 31.60% 27.18%
TARGET 20.96% 25.44% 22.99%
Tag Precision Recall F-Measure
O 77.17% 78.89% 78.02%
SENTIMENT 29.13% 32.92% 30.91%
SOURCE 20.02% 31.10% 24.36%
TARGET 22.07% 21.85% 21.96%
Tag Precision Recall F1
SENTIMENT 27.32 35.54 30.09
SOURCE 20.66 35.28 25.69
TARGET 21.33 26.04 23.30
Macro-F1 26.3578
%%% No Preprocessing
%% LSTM
Tag Precision Recall F-Measure
O 81.18% 84.59% 82.85%
SENTIMENT 25.71% 26.99% 26.33%
SOURCE 27.17% 36.46% 31.14%
TARGET 21.52% 27.52% 24.15%
Tag Precision Recall F-Measure
O 82.53% 90.26% 86.23%
SENTIMENT 29.46% 22.48% 25.50%
SOURCE 28.46% 35.42% 31.56%
TARGET 25.18% 20.48% 22.59%
Tag Precision Recall F-Measure
O 83.02% 87.77% 85.33%
SENTIMENT 26.88% 25.99% 26.43%
SOURCE 29.70% 38.19% 33.42%
TARGET 24.34% 24.28% 24.31%
Tag Precision Recall F1
SENTIMENT 27.35 25.15 26.09
SOURCE 28.44 36.69 32.04
TARGET 23.68 24.09 23.68
Macro-F1 27.2700
% Dev Set
%% GRU
% Dev Set
Tag Precision Recall F-Measure
O 81.09% 87.60% 84.22%
SENTIMENT 31.10% 21.15% 25.18%
SOURCE 28.69% 39.17% 33.12%
TARGET 21.86% 26.67% 24.03%
Tag Precision Recall F-Measure
O 82.02% 81.55% 81.78%
SENTIMENT 24.29% 27.10% 25.62%
SOURCE 31.85% 35.42% 33.54%
TARGET 20.90% 32.21% 25.35%
Tag Precision Recall F-Measure
O 82.50% 87.67% 85.01%
SENTIMENT 24.44% 25.14% 24.78%
SOURCE 28.20% 36.11% 31.67%
TARGET 26.93% 21.59% 23.97%
Tag Precision Recall F1
SENTIMENT 26.61 24.46 25.19
SOURCE 29.58 36.90 32.78
TARGET 23.23 26.82 24.45
Macro-F1 27.4733
%% CRF
% Dev Test
Tag Precision Recall F-Measure
O 85.78% 88.20% 86.98%
SENTIMENT 30.12% 27.76% 28.89%
SOURCE 27.55% 30.00% 28.72%
TARGET 25.46% 23.02% 24.18%
%%% With Lexicon
%% CRF
% Dev Test
Tag Precision Recall F-Measure
O 80.83% 86.35% 83.50%
SENTIMENT 37.88% 30.86% 34.01%
SOURCE 29.09% 32.00% 30.47%
TARGET 28.42% 22.63% 25.20%
%% LSTM
% Dev Test
Tag Precision Recall F-Measure
O 75.87% 86.28% 80.74%
SENTIMENT 33.37% 24.50% 28.26%
SOURCE 25.21% 33.55% 28.79%
TARGET 27.24% 20.34% 23.29%
Tag Precision Recall F-Measure
O 75.92% 86.71% 80.96%
SENTIMENT 33.29% 20.48% 25.36%
SOURCE 27.23% 39.38% 32.20%
TARGET 25.12% 23.04% 24.03%
Tag Precision Recall F-Measure
O 77.10% 83.16% 80.01%
SENTIMENT 27.52% 22.74% 24.90%
SOURCE 26.75% 40.13% 32.10%
TARGET 24.53% 24.06% 24.29%
Tag Precision Recall F1
SENTIMENT 31.39 22.57 26.17
SOURCE 26.40 37.69 31.03
TARGET 25.63 22.48 23.87
Macro-F1 27.0244
%% GRU
% Dev Test
Tag Precision Recall F-Measure
O 76.09% 87.47% 81.39%
SENTIMENT 28.56% 21.22% 24.35%
SOURCE 28.45% 38.00% 32.54%
TARGET 26.68% 14.91% 19.13%
Tag Precision Recall F-Measure
O 77.44% 82.33% 79.81%
SENTIMENT 26.47% 24.05% 25.20%
SOURCE 25.53% 37.30% 30.31%
TARGET 23.69% 21.42% 22.50%
Tag Precision Recall F-Measure
O 76.61% 81.85% 79.14%
SENTIMENT 25.24% 25.11% 25.17%
SOURCE 29.95% 39.50% 34.07%
TARGET 25.58% 21.67% 23.46%
Tag Precision Recall F1
SENTIMENT 26.76 23.46 24.91
SOURCE 27.98 38.27 32.31
TARGET 25.32 19.33 21.70
Macro-F1 26.3033
%%% Without Lexicon
%% CRF
% Dev Test
Tag Precision Recall F-Measure
O 80.29% 86.30% 83.19%
SENTIMENT 38.18% 30.30% 33.78%
SOURCE 28.83% 30.00% 29.41%
TARGET 29.06% 22.09% 25.10%