训练数据 提取码: p8db
验证数据 提取码: 45tw
测试集 提取码: elui
已训练模型文件: best checkpoint 提取码: 6a7j
| tag-name | class | accuracy |
|---|---|---|
| location_traffic_convenience | -2 | 0.9779578447341919 |
| location_traffic_convenience | -1 | 0.9644047021865845 |
| location_traffic_convenience | 0 | 0.8011305332183838 |
| location_traffic_convenience | 1 | 0.9782257080078125 |
| location_distance_from_business_district | -2 | 0.9324278831481934 |
| location_distance_from_business_district | -1 | 0.9469572305679321 |
| location_distance_from_business_district | 0 | 0.7274891138076782 |
| location_distance_from_business_district | 1 | 0.9366507530212402 |
| location_easy_to_find | -2 | 0.9660308957099915 |
| location_easy_to_find | -1 | 0.977387547492981 |
| location_easy_to_find | 0 | 0.8485990166664124 |
| location_easy_to_find | 1 | 0.965814471244812 |
| service_wait_time | -2 | 0.9256792068481445 |
| service_wait_time | -1 | 0.9621228575706482 |
| service_wait_time | 0 | 0.8822683691978455 |
| service_wait_time | 1 | 0.8854168653488159 |
| service_waiters_attitude | -2 | 0.9720575213432312 |
| service_waiters_attitude | -1 | 0.9732229709625244 |
| service_waiters_attitude | 0 | 0.9064614176750183 |
| service_waiters_attitude | 1 | 0.9738591909408569 |
| service_parking_convenience | -2 | 0.9665371775627136 |
| service_parking_convenience | -1 | 0.9770861864089966 |
| service_parking_convenience | 0 | 0.9461905360221863 |
| service_parking_convenience | 1 | 0.9585880041122437 |
| service_serving_speed | -2 | 0.96295166015625 |
| service_serving_speed | -1 | 0.9725004434585571 |
| service_serving_speed | 0 | 0.9076807498931885 |
| service_serving_speed | 1 | 0.9602636694908142 |
| price_level | -2 | 0.9541576504707336 |
| price_level | -1 | 0.9700474739074707 |
| price_level | 0 | 0.9037930369377136 |
| price_level | 1 | 0.9291220903396606 |
| price_cost_effective | -2 | 0.9362762570381165 |
| price_cost_effective | -1 | 0.9551070332527161 |
| price_cost_effective | 0 | 0.8604820370674133 |
| price_cost_effective | 1 | 0.9471837878227234 |
| price_discount | -2 | 0.96500164270401 |
| price_discount | -1 | 0.8470784425735474 |
| price_discount | 0 | 0.9222396016120911 |
| price_discount | 1 | 0.9537778496742249 |
| environment_decoration | -2 | 0.9657709002494812 |
| environment_decoration | -1 | 0.9509904980659485 |
| environment_decoration | 0 | 0.9085783958435059 |
| environment_decoration | 1 | 0.9618033170700073 |
| environment_noise | -2 | 0.9407381415367126 |
| environment_noise | -1 | 0.9702510237693787 |
| environment_noise | 0 | 0.9073789715766907 |
| environment_noise | 1 | 0.9409195184707642 |
| environment_space | -2 | 0.9394290447235107 |
| environment_space | -1 | 0.9721270799636841 |
| environment_space | 0 | 0.9252169132232666 |
| environment_space | 1 | 0.9455726146697998 |
| environment_cleaness | -2 | 0.9491977691650391 |
| environment_cleaness | -1 | 0.9618091583251953 |
| environment_cleaness | 0 | 0.9075682163238525 |
| environment_cleaness | 1 | 0.9542970061302185 |
| dish_portion | -2 | 0.9304572343826294 |
| dish_portion | -1 | 0.9549482464790344 |
| dish_portion | 0 | 0.8621771335601807 |
| dish_portion | 1 | 0.9321153163909912 |
| dish_taste | -2 | 0.9320720434188843 |
| dish_taste | -1 | 0.9683513045310974 |
| dish_taste | 0 | 0.8908829689025879 |
| dish_taste | 1 | 0.9080910086631775 |
| dish_look | -2 | 0.8589658141136169 |
| dish_look | -1 | 0.9120063781738281 |
| dish_look | 0 | 0.7616218328475952 |
| dish_look | 1 | 0.8826581835746765 |
| dish_recommendation | -2 | 0.9183738231658936 |
| dish_recommendation | -1 | 0.9411727786064148 |
| dish_recommendation | 0 | 0.8723265528678894 |
| dish_recommendation | 1 | 0.925330638885498 |
| others_overall_experience | -2 | 0.5932890772819519 |
| others_overall_experience | -1 | 0.9791519045829773 |
| others_overall_experience | 0 | 0.8673533201217651 |
| others_overall_experience | 1 | 0.913596510887146 |
| others_willing_to_consume_again | -2 | 0.9407825469970703 |
| others_willing_to_consume_again | -1 | 0.9790936708450317 |
| others_willing_to_consume_again | 0 | 0.8699713349342346 |
| others_willing_to_consume_again | 1 | 0.9430780410766602 |
| tag-name | class | precision | recall | f1-score | support |
|---|---|---|---|---|---|
| location_traffic_convenience | -2 | 0.97 | 0.97 | 0.97 | 11757 |
| location_traffic_convenience | -1 | 0.77 | 0.32 | 0.46 | 182 |
| location_traffic_convenience | 0 | 0.00 | 0.00 | 0.00 | 136 |
| location_traffic_convenience | 1 | 0.89 | 0.91 | 0.90 | 2925 |
| location_distance_from_business_district | -2 | 0.94 | 0.93 | 0.93 | 12032 |
| location_distance_from_business_district | -1 | 0.00 | 0.00 | 0.00 | 90 |
| location_distance_from_business_district | 0 | 0.00 | 0.00 | 0.00 | 80 |
| location_distance_from_business_district | 1 | 0.72 | 0.76 | 0.74 | 2798 |
| location_easy_to_find | -2 | 0.96 | 0.96 | 0.96 | 11516 |
| location_easy_to_find | -1 | 0.69 | 0.72 | 0.71 | 552 |
| location_easy_to_find | 0 | 0.00 | 0.00 | 0.00 | 329 |
| location_easy_to_find | 1 | 0.86 | 0.84 | 0.85 | 2603 |
| service_wait_time | -2 | 0.97 | 0.96 | 0.97 | 13237 |
| service_wait_time | -1 | 0.68 | 0.28 | 0.40 | 465 |
| service_wait_time | 0 | 0.28 | 0.03 | 0.06 | 599 |
| service_wait_time | 1 | 0.54 | 0.12 | 0.20 | 699 |
| service_waiters_attitude | -2 | 0.91 | 0.88 | 0.89 | 5992 |
| service_waiters_attitude | -1 | 0.76 | 0.75 | 0.76 | 1209 |
| service_waiters_attitude | 0 | 0.67 | 0.46 | 0.55 | 1830 |
| service_waiters_attitude | 1 | 0.91 | 0.91 | 0.91 | 5969 |
| service_parking_convenience | -2 | 0.99 | 1.00 | 0.99 | 14046 |
| service_parking_convenience | -1 | 0.54 | 0.11 | 0.19 | 188 |
| service_parking_convenience | 0 | 0.33 | 0.00 | 0.01 | 204 |
| service_parking_convenience | 1 | 0.66 | 0.73 | 0.70 | 562 |
| service_serving_speed | -2 | 0.97 | 0.97 | 0.97 | 12677 |
| service_serving_speed | -1 | 0.74 | 0.77 | 0.75 | 805 |
| service_serving_speed | 0 | 0.00 | 0.00 | 0.00 | 368 |
| service_serving_speed | 1 | 0.80 | 0.80 | 0.80 | 1150 |
| price_level | -2 | 0.92 | 0.87 | 0.89 | 7497 |
| price_level | -1 | 0.81 | 0.80 | 0.81 | 1760 |
| price_level | 0 | 0.71 | 0.66 | 0.68 | 3515 |
| price_level | 1 | 0.71 | 0.65 | 0.68 | 2228 |
| price_cost_effective | -2 | 0.94 | 0.93 | 0.93 | 11428 |
| price_cost_effective | -1 | 0.70 | 0.43 | 0.53 | 445 |
| price_cost_effective | 0 | 0.52 | 0.09 | 0.16 | 398 |
| price_cost_effective | 1 | 0.75 | 0.78 | 0.76 | 2729 |
| price_discount | -2 | 0.95 | 0.91 | 0.93 | 9262 |
| price_discount | -1 | 0.00 | 0.00 | 0.00 | 266 |
| price_discount | 0 | 0.66 | 0.64 | 0.65 | 2631 |
| price_discount | 1 | 0.79 | 0.75 | 0.77 | 2841 |
| environment_decoration | -2 | 0.93 | 0.90 | 0.91 | 7801 |
| environment_decoration | -1 | 0.74 | 0.12 | 0.21 | 275 |
| environment_decoration | 0 | 0.70 | 0.46 | 0.55 | 1312 |
| environment_decoration | 1 | 0.86 | 0.90 | 0.88 | 5612 |
| environment_noise | -2 | 0.92 | 0.92 | 0.92 | 10521 |
| environment_noise | -1 | 0.81 | 0.69 | 0.74 | 481 |
| environment_noise | 0 | 0.71 | 0.42 | 0.53 | 665 |
| environment_noise | 1 | 0.77 | 0.77 | 0.77 | 3333 |
| environment_space | -2 | 0.92 | 0.88 | 0.90 | 9491 |
| environment_space | -1 | 0.71 | 0.69 | 0.70 | 774 |
| environment_space | 0 | 0.67 | 0.55 | 0.60 | 1310 |
| environment_space | 1 | 0.78 | 0.79 | 0.78 | 3425 |
| environment_cleaness | -2 | 0.92 | 0.91 | 0.92 | 9596 |
| environment_cleaness | -1 | 0.70 | 0.57 | 0.63 | 625 |
| environment_cleaness | 0 | 0.64 | 0.38 | 0.47 | 627 |
| environment_cleaness | 1 | 0.82 | 0.84 | 0.83 | 4152 |
| dish_portion | -2 | 0.89 | 0.84 | 0.86 | 8112 |
| dish_portion | -1 | 0.72 | 0.69 | 0.71 | 1442 |
| dish_portion | 0 | 0.60 | 0.18 | 0.27 | 1405 |
| dish_portion | 1 | 0.79 | 0.79 | 0.79 | 4041 |
| dish_taste | -2 | 0.83 | 0.42 | 0.55 | 756 |
| dish_taste | -1 | 0.71 | 0.56 | 0.63 | 580 |
| dish_taste | 0 | 0.75 | 0.79 | 0.77 | 5820 |
| dish_taste | 1 | 0.84 | 0.83 | 0.83 | 7844 |
| dish_look | -2 | 0.86 | 0.91 | 0.8810758 | |
| dish_look | -1 | 0.58 | 0.11 | 0.19 | 455 |
| dish_look | 0 | 0.00 | 0.00 | 0.00 | 661 |
| dish_look | 1 | 0.70 | 0.59 | 0.64 | 3126 |
| dish_recommendation | -2 | 0.93 | 0.96 | 0.9412083 | |
| dish_recommendation | -1 | 0.67 | 0.41 | 0.51 | 335 |
| dish_recommendation | 0 | 1.00 | 0.01 | 0.01 | 287 |
| dish_recommendation | 1 | 0.79 | 0.69 | 0.74 | 2295 |
| others_overall_experience | -2 | 0.00 | 0.00 | 0.00 | 285 |
| others_overall_experience | -1 | 0.81 | 0.75 | 0.78 | 1283 |
| others_overall_experience | 0 | 0.66 | 0.53 | 0.59 | 3357 |
| others_overall_experience | 1 | 0.88 | 0.92 | 0.9010075 | |
| others_willing_to_consume_again | -2 | 0.90 | 0.90 | 0.90 | 9354 |
| others_willing_to_consume_again | -1 | 0.72 | 0.72 | 0.72 | 577 |
| others_willing_to_consume_again | 0 | 0.67 | 0.01 | 0.01 | 395 |
| others_willing_to_consume_again | 1 | 0.83 | 0.81 | 0.82 | 4674 |
accuracy: 0.9345
| classification reporter | precision | recall | f1-score | support |
|---|---|---|---|---|
| micro-avg | 0.88 | 0.85 | 0.87 | 300000 |
| macro-avg | 0.70 | 0.59 | 0.61 | 300000 |
| weighted-avg | 0.87 | 0.85 | 0.86 | 300000 |
| samples-avg | 0.88 | 0.85 | 0.87 | 300000 |