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Datasets:
wylupek
/
mrda-corpus

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Text Classification
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@@ -62,83 +62,88 @@ The MRDA corpus uses a hierarchical dialogue act annotation scheme with three le
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  ### Basic Labels (5 labels)
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- | Dialogue Act | Label | Total | % | Train | % | Test | % | Val | % |
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- |--------------|-------|-------|---|-------|---|------|---|-----|---|
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- | Statement | S | 51663 | 47.73 | 35828 | 47.73 | 7927 | 47.47 | 7908 | 48.13 |
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- | Backchannel | B | 24802 | 22.92 | 17196 | 22.91 | 3712 | 22.23 | 3894 | 23.70 |
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- | Floor Mechanism | F | 9630 | 8.90 | 6662 | 8.88 | 1494 | 8.95 | 1474 | 8.97 |
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- | Question | Q | 8714 | 8.05 | 6055 | 8.06 | 1360 | 8.14 | 1299 | 7.91 |
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- | Disruption | D | 13393 | 12.38 | 9326 | 12.43 | 2209 | 13.23 | 1858 | 11.31 |
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  ### General Labels (12 labels)
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- | Dialogue Act | Label | Total | % | Train | % | Test | % | Val | % |
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- |--------------|-------|-------|---|-------|---|------|---|-----|---|
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- | Statement | s | 31219 | 28.84 | 21644 | 28.84 | 4742 | 28.39 | 4833 | 29.42 |
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- | Backchannel | b | 20862 | 19.28 | 14494 | 19.31 | 3236 | 19.38 | 3132 | 19.06 |
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- | Opinion | o | 14060 | 12.99 | 9756 | 13.00 | 2193 | 13.13 | 2111 | 12.85 |
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- | Floor grabber | f | 8548 | 7.90 | 5912 | 7.88 | 1326 | 7.94 | 1310 | 7.97 |
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- | Unclassified | x | 7004 | 6.47 | 4865 | 6.48 | 1072 | 6.42 | 1067 | 6.49 |
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- | Statement | d | 6384 | 5.90 | 4428 | 5.90 | 992 | 5.94 | 964 | 5.87 |
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- | Appreciation | a | 3940 | 3.64 | 2736 | 3.64 | 610 | 3.65 | 594 | 3.62 |
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- | Question | q | 3576 | 3.30 | 2472 | 3.29 | 555 | 3.32 | 549 | 3.34 |
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- | Incomplete | u | 3548 | 3.28 | 2465 | 3.28 | 548 | 3.28 | 535 | 3.26 |
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- | Hold | h | 1013 | 0.94 | 703 | 0.94 | 155 | 0.93 | 155 | 0.94 |
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- | About-task | t | 451 | 0.42 | 274 | 0.37 | 80 | 0.48 | 97 | 0.59 |
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- | Repeat | r | 208 | 0.19 | 131 | 0.17 | 45 | 0.27 | 32 | 0.19 |
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  ### Full Labels (52 labels)
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- | Dialogue Act | Label | Total | % | Train | % | Test | % | Val | % |
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- |--------------|-------|-------|---|-------|---|------|---|-----|---|
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- | Statement | s | 31219 | 28.84 | 21644 | 28.84 | 4742 | 28.39 | 4833 | 29.42 |
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- | Acknowledge (Backchannel) | b | 20862 | 19.28 | 14494 | 19.31 | 3236 | 19.38 | 3132 | 19.06 |
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- | Statement-opinion | sv | 14060 | 12.99 | 9756 | 13.00 | 2193 | 13.13 | 2111 | 12.85 |
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- | Floor grabber | fg | 8548 | 7.90 | 5912 | 7.88 | 1326 | 7.94 | 1310 | 7.97 |
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- | Uninterpretable | % | 5193 | 4.80 | 3609 | 4.81 | 794 | 4.75 | 790 | 4.81 |
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- | Statement-non-opinion | sd | 6384 | 5.90 | 4428 | 5.90 | 992 | 5.94 | 964 | 5.87 |
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- | Agree/Accept | aa | 5524 | 5.10 | 3836 | 5.11 | 849 | 5.08 | 839 | 5.11 |
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- | Yes-No-Question | qy | 4362 | 4.03 | 3028 | 4.03 | 656 | 3.93 | 678 | 4.13 |
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- | Wh-Question | qw | 4007 | 3.70 | 2777 | 3.70 | 614 | 3.68 | 616 | 3.75 |
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- | Appreciation | ba | 2934 | 2.71 | 2033 | 2.71 | 460 | 2.75 | 441 | 2.68 |
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- | Response Acknowledgement | bk | 1976 | 1.83 | 1371 | 1.83 | 305 | 1.83 | 300 | 1.83 |
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- | Reject | ar | 1646 | 1.52 | 1143 | 1.52 | 253 | 1.51 | 250 | 1.52 |
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- | Yes answers | ny | 1568 | 1.45 | 1088 | 1.45 | 243 | 1.45 | 237 | 1.44 |
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- | Floor holder | fh | 1082 | 1.00 | 750 | 1.00 | 168 | 1.01 | 164 | 1.00 |
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- | No answers | nn | 1019 | 0.94 | 707 | 0.94 | 157 | 0.94 | 155 | 0.94 |
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- | Hold before answer/question | h | 1013 | 0.94 | 703 | 0.94 | 155 | 0.93 | 155 | 0.94 |
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- | Declarative Yes-No-Question | qy^d | 845 | 0.78 | 586 | 0.78 | 130 | 0.78 | 129 | 0.78 |
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- | Quotation | q | 669 | 0.62 | 476 | 0.63 | 90 | 0.54 | 103 | 0.63 |
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- | Dispreferred Answers | nd | 483 | 0.45 | 341 | 0.45 | 82 | 0.49 | 60 | 0.37 |
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- | Humorous Material | j | 463 | 0.43 | 326 | 0.43 | 67 | 0.40 | 70 | 0.43 |
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- | Downplayer | bd | 387 | 0.36 | 290 | 0.39 | 68 | 0.41 | 29 | 0.18 |
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- | Commit | cc | 371 | 0.34 | 258 | 0.34 | 51 | 0.31 | 62 | 0.38 |
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- | Negative Non-no Answers | ng | 351 | 0.32 | 236 | 0.31 | 56 | 0.34 | 59 | 0.36 |
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- | Maybe | am | 349 | 0.32 | 224 | 0.30 | 66 | 0.40 | 59 | 0.36 |
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- | Or-Clause | qrr | 345 | 0.32 | 216 | 0.29 | 66 | 0.40 | 63 | 0.38 |
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- | Exclamation | fe | 307 | 0.28 | 195 | 0.26 | 56 | 0.34 | 56 | 0.34 |
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- | Mimic Other | m | 293 | 0.27 | 200 | 0.27 | 48 | 0.29 | 45 | 0.27 |
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- | Apology | fa | 259 | 0.24 | 181 | 0.24 | 46 | 0.28 | 32 | 0.19 |
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- | About-task | t | 253 | 0.23 | 154 | 0.21 | 42 | 0.25 | 57 | 0.35 |
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- | Signal-non-understanding | br | 236 | 0.22 | 161 | 0.21 | 39 | 0.23 | 36 | 0.22 |
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- | Accept-part | aap | 219 | 0.20 | 158 | 0.21 | 27 | 0.16 | 34 | 0.21 |
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- | Rhetorical-Question | qh | 214 | 0.20 | 166 | 0.22 | 30 | 0.18 | 18 | 0.11 |
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- | Topic Change | tc | 212 | 0.20 | 127 | 0.17 | 35 | 0.21 | 50 | 0.30 |
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- | Repeat | r | 208 | 0.19 | 131 | 0.17 | 45 | 0.27 | 32 | 0.19 |
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- | Self-talk | t1 | 198 | 0.18 | 120 | 0.16 | 38 | 0.23 | 40 | 0.24 |
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- | 3rd-party-talk | t3 | 165 | 0.15 | 105 | 0.14 | 36 | 0.22 | 24 | 0.15 |
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- | Rhetorical-question Continue | bh | 154 | 0.14 | 109 | 0.15 | 26 | 0.16 | 19 | 0.12 |
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- | Reject-part | bsc | 150 | 0.14 | 94 | 0.13 | 22 | 0.13 | 34 | 0.21 |
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- | Misspeak Self-Correction | arp | 150 | 0.14 | 89 | 0.12 | 18 | 0.11 | 43 | 0.26 |
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- | Reformulate/Summarize | bs | 141 | 0.13 | 89 | 0.12 | 17 | 0.10 | 35 | 0.21 |
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- | "Follow Me" | f | 128 | 0.12 | 98 | 0.13 | 12 | 0.07 | 18 | 0.11 |
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- | Or-Question | qr | 127 | 0.12 | 88 | 0.12 | 17 | 0.10 | 22 | 0.13 |
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- | Thanking | ft | 119 | 0.11 | 88 | 0.12 | 9 | 0.05 | 22 | 0.13 |
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- | Tag-Question | g | 87 | 0.08 | 58 | 0.08 | 9 | 0.05 | 20 | 0.12 |
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- | Open-Question | qo | 74 | 0.07 | 49 | 0.07 | 14 | 0.08 | 11 | 0.07 |
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- | Correct-misspeaking | bc | 51 | 0.05 | 29 | 0.04 | 13 | 0.08 | 9 | 0.05 |
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- | Sympathy | by | 11 | 0.01 | 5 | 0.01 | 2 | 0.01 | 4 | 0.02 |
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- | Welcome | fw | 6 | 0.01 | 5 | 0.01 | 0 | 0.00 | 1 | 0.01 |
 
 
 
 
 
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  ### About the "%" Label
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  ### Basic Labels (5 labels)
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+ Dialogue Act | Labels | Count | % | Train Count | Train % | Test Count | Test % | Val Count | Val %
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+ --- | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---:
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+ Statement | S | 64233 | 59.36 | 45099 | 60.08 | 9571 | 57.30 | 9563 | 58.19
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+ BackChannel | B | 14620 | 13.51 | 10265 | 13.67 | 2152 | 12.88 | 2203 | 13.41
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+ Disruption | D | 14548 | 13.45 | 9739 | 12.97 | 2339 | 14.00 | 2470 | 15.03
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+ FloorGrabber | F | 7818 | 7.23 | 5324 | 7.09 | 1409 | 8.44 | 1085 | 6.60
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+ Question | Q | 6983 | 6.45 | 4640 | 6.18 | 1231 | 7.37 | 1112 | 6.77
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  ### General Labels (12 labels)
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+ Dialogue Act | Labels | Count | % | Train Count | Train % | Test Count | Test % | Val Count | Val %
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+ --- | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---:
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+ Statement | s | 69873 | 64.58 | 48952 | 65.21 | 10472 | 62.70 | 10449 | 63.59
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+ Continuer | b | 15167 | 14.02 | 10606 | 14.13 | 2219 | 13.29 | 2342 | 14.25
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+ Floor Holder | fh | 8362 | 7.73 | 5617 | 7.48 | 1520 | 9.10 | 1225 | 7.45
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+ Yes-No-question | qy | 4986 | 4.61 | 3310 | 4.41 | 870 | 5.21 | 806 | 4.90
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+ Interrupted/Abandoned/Uninterpretable | % | 3103 | 2.87 | 2171 | 2.89 | 492 | 2.95 | 440 | 2.68
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+ Floor Grabber | fg | 3092 | 2.86 | 2076 | 2.77 | 489 | 2.93 | 527 | 3.21
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+ Wh-Question | qw | 1707 | 1.58 | 1110 | 1.48 | 310 | 1.86 | 287 | 1.75
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+ Hold Before Answer/Agreement | h | 792 | 0.73 | 474 | 0.63 | 134 | 0.80 | 184 | 1.12
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+ Or-Clause | qrr | 392 | 0.36 | 244 | 0.33 | 75 | 0.45 | 73 | 0.44
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+ Rhetorical Question | qh | 352 | 0.33 | 260 | 0.35 | 56 | 0.34 | 36 | 0.22
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+ Or Question | qr | 207 | 0.19 | 131 | 0.17 | 37 | 0.22 | 39 | 0.24
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+ Open-ended Question | qo | 169 | 0.16 | 116 | 0.15 | 28 | 0.17 | 25 | 0.15
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  ### Full Labels (52 labels)
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+ Dialogue Act | Labels | Count | % | Train Count | Train % | Test Count | Test % | Val Count | Val %
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+ --- | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---: | :---:
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+ Statement | s | 33472 | 30.93 | 23238 | 30.96 | 4971 | 29.76 | 5263 | 32.03
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+ Continuer | b | 15013 | 13.87 | 10517 | 14.01 | 2175 | 13.02 | 2321 | 14.12
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+ Floor Holder | fh | 8362 | 7.73 | 5617 | 7.48 | 1520 | 9.10 | 1225 | 7.45
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+ Acknowledge-answer | bk | 7177 | 6.63 | 5117 | 6.82 | 1031 | 6.17 | 1029 | 6.26
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+ Accept | aa | 5898 | 5.45 | 4097 | 5.46 | 903 | 5.41 | 898 | 5.46
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+ Defending/Explanation | df | 3724 | 3.44 | 2790 | 3.72 | 531 | 3.18 | 403 | 2.45
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+ Expansions of y/n Answers | e | 3200 | 2.96 | 2360 | 3.14 | 540 | 3.23 | 300 | 1.83
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+ Interrupted/Abandoned/Uninterpretable | % | 3103 | 2.87 | 2171 | 2.89 | 492 | 2.95 | 440 | 2.68
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+ Rising Tone | rt | 3101 | 2.87 | 2015 | 2.68 | 516 | 3.09 | 570 | 3.47
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+ Floor Grabber | fg | 3092 | 2.86 | 2076 | 2.77 | 489 | 2.93 | 527 | 3.21
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+ Offer | cs | 2662 | 2.46 | 1878 | 2.50 | 402 | 2.41 | 382 | 2.32
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+ Assessment/Appreciation | ba | 2216 | 2.05 | 1605 | 2.14 | 354 | 2.12 | 257 | 1.56
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+ Understanding Check | bu | 2091 | 1.93 | 1405 | 1.87 | 371 | 2.22 | 315 | 1.92
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+ Declarative-Question | d | 1805 | 1.67 | 1153 | 1.54 | 350 | 2.10 | 302 | 1.84
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+ Affirmative Non-yes Answers | na | 1112 | 1.03 | 870 | 1.16 | 133 | 0.80 | 109 | 0.66
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+ Wh-Question | qw | 951 | 0.88 | 630 | 0.84 | 160 | 0.96 | 161 | 0.98
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+ Reject | ar | 908 | 0.84 | 594 | 0.79 | 152 | 0.91 | 162 | 0.99
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+ Collaborative Completion | 2 | 841 | 0.78 | 571 | 0.76 | 136 | 0.81 | 134 | 0.82
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+ Other Answers | no | 828 | 0.77 | 563 | 0.75 | 98 | 0.59 | 167 | 1.02
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+ Hold Before Answer/Agreement | h | 792 | 0.73 | 474 | 0.63 | 134 | 0.80 | 184 | 1.12
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+ Action-directive | co | 674 | 0.62 | 460 | 0.61 | 97 | 0.58 | 117 | 0.71
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+ Yes-No-question | qy | 669 | 0.62 | 476 | 0.63 | 90 | 0.54 | 103 | 0.63
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+ Dispreferred Answers | nd | 483 | 0.45 | 341 | 0.45 | 82 | 0.49 | 60 | 0.37
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+ Humorous Material | j | 463 | 0.43 | 326 | 0.43 | 67 | 0.40 | 70 | 0.43
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+ Downplayer | bd | 387 | 0.36 | 290 | 0.39 | 68 | 0.41 | 29 | 0.18
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+ Commit | cc | 371 | 0.34 | 258 | 0.34 | 51 | 0.31 | 62 | 0.38
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+ Negative Non-no Answers | ng | 351 | 0.32 | 236 | 0.31 | 56 | 0.34 | 59 | 0.36
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+ Maybe | am | 349 | 0.32 | 224 | 0.30 | 66 | 0.40 | 59 | 0.36
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+ Or-Clause | qrr | 345 | 0.32 | 216 | 0.29 | 66 | 0.40 | 63 | 0.38
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+ Exclamation | fe | 307 | 0.28 | 195 | 0.26 | 56 | 0.34 | 56 | 0.34
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+ Mimic Other | m | 293 | 0.27 | 200 | 0.27 | 48 | 0.29 | 45 | 0.27
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+ Apology | fa | 259 | 0.24 | 181 | 0.24 | 46 | 0.28 | 32 | 0.19
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+ About-task | t | 253 | 0.23 | 154 | 0.21 | 42 | 0.25 | 57 | 0.35
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+ Signal-non-understanding | br | 236 | 0.22 | 161 | 0.21 | 39 | 0.23 | 36 | 0.22
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+ Accept-part | aap | 219 | 0.20 | 158 | 0.21 | 27 | 0.16 | 34 | 0.21
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+ Rhetorical-Question | qh | 214 | 0.20 | 166 | 0.22 | 30 | 0.18 | 18 | 0.11
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+ Topic Change | tc | 212 | 0.20 | 127 | 0.17 | 35 | 0.21 | 50 | 0.30
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+ Repeat | r | 208 | 0.19 | 131 | 0.17 | 45 | 0.27 | 32 | 0.19
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+ Self-talk | t1 | 198 | 0.18 | 120 | 0.16 | 38 | 0.23 | 40 | 0.24
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+ 3rd-party-talk | t3 | 165 | 0.15 | 105 | 0.14 | 36 | 0.22 | 24 | 0.15
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+ Rhetorical-question Continue | bh | 154 | 0.14 | 109 | 0.15 | 26 | 0.16 | 19 | 0.12
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+ Reject-part | bsc | 150 | 0.14 | 94 | 0.13 | 22 | 0.13 | 34 | 0.21
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+ Misspeak Self-Correction | arp | 150 | 0.14 | 89 | 0.12 | 18 | 0.11 | 43 | 0.26
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+ Reformulate/Summarize | bs | 141 | 0.13 | 89 | 0.12 | 17 | 0.10 | 35 | 0.21
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+ "Follow Me" | f | 128 | 0.12 | 98 | 0.13 | 12 | 0.07 | 18 | 0.11
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+ Or-Question | qr | 127 | 0.12 | 88 | 0.12 | 17 | 0.10 | 22 | 0.13
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+ Thanking | ft | 119 | 0.11 | 88 | 0.12 | 9 | 0.05 | 22 | 0.13
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+ Tag-Question | g | 87 | 0.08 | 58 | 0.08 | 9 | 0.05 | 20 | 0.12
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+ Open-Question | qo | 74 | 0.07 | 49 | 0.07 | 14 | 0.08 | 11 | 0.07
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+ Correct-misspeaking | bc | 51 | 0.05 | 29 | 0.04 | 13 | 0.08 | 9 | 0.05
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+ Sympathy | by | 11 | 0.01 | 5 | 0.01 | 2 | 0.01 | 4 | 0.02
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+ Welcome | fw | 6 | 0.01 | 5 | 0.01 | 0 | 0.00 | 1 | 0.01
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+
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  ### About the "%" Label
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