Sentiment_Analysis / reports /ablation_A3.json
Lavender825's picture
Deploy 10W0715 dual-interface sentiment app
422d4ca
Raw
History Blame Contribute Delete
8.28 kB
{
"per_aspect": {
"SIZE": {
"macro_f1": 0.8673939825303104,
"accuracy": 0.8746666666666667,
"confusion_matrix": [
[
3888,
411,
189
],
[
671,
6818,
340
],
[
148,
121,
2414
]
],
"report": {
"Not_Mentioned": {
"precision": 0.8260038240917782,
"recall": 0.8663101604278075,
"f1-score": 0.8456769983686786,
"support": 4488.0
},
"Positive": {
"precision": 0.9276190476190476,
"recall": 0.8708647336824626,
"f1-score": 0.8983463996310692,
"support": 7829.0
},
"Negative": {
"precision": 0.8202514441046551,
"recall": 0.8997390980245993,
"f1-score": 0.8581585495911838,
"support": 2683.0
},
"accuracy": 0.8746666666666667,
"macro avg": {
"precision": 0.8579581052718269,
"recall": 0.8789713307116233,
"f1-score": 0.8673939825303104,
"support": 15000.0
},
"weighted avg": {
"precision": 0.878011287391081,
"recall": 0.8746666666666667,
"f1-score": 0.8753994479962278,
"support": 15000.0
}
}
},
"MATERIAL": {
"macro_f1": 0.8271559495053421,
"accuracy": 0.8584666666666667,
"confusion_matrix": [
[
3464,
526,
268
],
[
588,
7793,
453
],
[
181,
107,
1620
]
],
"report": {
"Not_Mentioned": {
"precision": 0.8183321521379636,
"recall": 0.8135274776890559,
"f1-score": 0.815922741726534,
"support": 4258.0
},
"Positive": {
"precision": 0.9248753857108949,
"recall": 0.8821598369934345,
"f1-score": 0.9030127462340672,
"support": 8834.0
},
"Negative": {
"precision": 0.6920119607005554,
"recall": 0.8490566037735849,
"f1-score": 0.7625323605554248,
"support": 1908.0
},
"accuracy": 0.8584666666666667,
"macro avg": {
"precision": 0.8117398328498046,
"recall": 0.8482479728186917,
"f1-score": 0.8271559495053421,
"support": 15000.0
},
"weighted avg": {
"precision": 0.8650110854793437,
"recall": 0.8584666666666667,
"f1-score": 0.8604216918962055,
"support": 15000.0
}
}
},
"QUALITY": {
"macro_f1": 0.7772450897602642,
"accuracy": 0.8106,
"confusion_matrix": [
[
6381,
1044,
465
],
[
964,
4856,
169
],
[
140,
59,
922
]
],
"report": {
"Not_Mentioned": {
"precision": 0.8525050100200401,
"recall": 0.808745247148289,
"f1-score": 0.8300487804878048,
"support": 7890.0
},
"Positive": {
"precision": 0.8149018291659674,
"recall": 0.8108198363666722,
"f1-score": 0.812855708068296,
"support": 5989.0
},
"Negative": {
"precision": 0.5925449871465296,
"recall": 0.8224799286351472,
"f1-score": 0.6888307807246918,
"support": 1121.0
},
"accuracy": 0.8106,
"macro avg": {
"precision": 0.753317275444179,
"recall": 0.8140150040500362,
"f1-score": 0.7772450897602642,
"support": 15000.0
},
"weighted avg": {
"precision": 0.8180636343016235,
"recall": 0.8106,
"f1-score": 0.8126304679241457,
"support": 15000.0
}
}
},
"APPEARANCE": {
"macro_f1": 0.7811169194295688,
"accuracy": 0.8627333333333334,
"confusion_matrix": [
[
7589,
576,
405
],
[
785,
4849,
121
],
[
123,
49,
503
]
],
"report": {
"Not_Mentioned": {
"precision": 0.8931387548546545,
"recall": 0.8855309218203034,
"f1-score": 0.8893185679967188,
"support": 8570.0
},
"Positive": {
"precision": 0.8858238947753014,
"recall": 0.8425716768027802,
"f1-score": 0.8636566034375278,
"support": 5755.0
},
"Negative": {
"precision": 0.48882410106899904,
"recall": 0.7451851851851852,
"f1-score": 0.5903755868544601,
"support": 675.0
},
"accuracy": 0.8627333333333334,
"macro avg": {
"precision": 0.7559289168996517,
"recall": 0.824429261269423,
"f1-score": 0.7811169194295688,
"support": 15000.0
},
"weighted avg": {
"precision": 0.8721381274505217,
"recall": 0.8627333333333334,
"f1-score": 0.8660204934427743,
"support": 15000.0
}
}
},
"STYLE": {
"macro_f1": 0.7616829060410565,
"accuracy": 0.8259333333333333,
"confusion_matrix": [
[
6512,
911,
433
],
[
894,
5268,
203
],
[
118,
52,
609
]
],
"report": {
"Not_Mentioned": {
"precision": 0.8654970760233918,
"recall": 0.8289205702647657,
"f1-score": 0.846814044213264,
"support": 7856.0
},
"Positive": {
"precision": 0.8454501685122773,
"recall": 0.8276512175962294,
"f1-score": 0.8364560177834233,
"support": 6365.0
},
"Negative": {
"precision": 0.4891566265060241,
"recall": 0.7817715019255456,
"f1-score": 0.6017786561264822,
"support": 779.0
},
"accuracy": 0.8259333333333333,
"macro avg": {
"precision": 0.7333679570138978,
"recall": 0.8127810965955136,
"f1-score": 0.7616829060410565,
"support": 15000.0
},
"weighted avg": {
"precision": 0.8374458909245736,
"recall": 0.8259333333333333,
"f1-score": 0.8296932838435613,
"support": 15000.0
}
}
},
"VALUE": {
"macro_f1": 0.7205236545514385,
"accuracy": 0.8497333333333333,
"confusion_matrix": [
[
10185,
1229,
367
],
[
464,
2224,
80
],
[
77,
37,
337
]
],
"report": {
"Not_Mentioned": {
"precision": 0.9495618124184225,
"recall": 0.8645276292335116,
"f1-score": 0.9050517616741458,
"support": 11781.0
},
"Positive": {
"precision": 0.6372492836676218,
"recall": 0.8034682080924855,
"f1-score": 0.7107702141259188,
"support": 2768.0
},
"Negative": {
"precision": 0.4298469387755102,
"recall": 0.7472283813747228,
"f1-score": 0.545748987854251,
"support": 451.0
},
"accuracy": 0.8497333333333333,
"macro avg": {
"precision": 0.6722193449538515,
"recall": 0.8050747395669067,
"f1-score": 0.7205236545514385,
"support": 15000.0
},
"weighted avg": {
"precision": 0.8763036465787445,
"recall": 0.8497333333333333,
"f1-score": 0.8583973033670613,
"support": 15000.0
}
}
}
},
"overall": {
"mean_macro_f1": 0.7891864169696635,
"mean_accuracy": 0.8470222222222222
},
"variant": "A3",
"variant_name": "A3_concat_fusion",
"description": "Replace Cross-Attention fusion with [text;meta] concat + Linear; both meta sources kept."
}