Livoa LogoLivoa
Dataset
Metric

Our Method

BERT (converted)

Δ (Our Method − BERT)

Tesla
F1-against
0.5099
0.5162
−0.0063
F1-favor
0.6388
0.6050
+0.0338
F1-avg
0.5744
0.5606
+0.0138
Bitcoin
F1-against
0.4068
0.3878
+0.0190
F1-favor
0.7299
0.7169
+0.0130
F1-avg
0.5684
0.5524
+0.0160
Post-T
F1-against
0.4636
0.6051
−0.1415
F1-favor
0.6773
0.7323
−0.0550
F1-avg
0.5695
0.6687
−0.0992
Dataset
Metric

Our Method

BERT|ViT (conv.)

Δ (Our Method − BERT|ViT)

Tesla
F1-against
0.5188
0.5425
−0.0237
F1-favor
0.6467
0.6246
+0.0221
F1-avg
0.5828
0.5836
−0.0008
Bitcoin
F1-against
0.4024
0.4078
−0.0054
F1-favor
0.7166
0.7274
−0.0108
F1-avg
0.5595
0.5676
−0.0081
Post-T
F1-against
0.4697
0.7450
−0.2753
F1-favor
0.6774
0.6218
+0.0556
F1-avg
0.5736
0.6834
−0.1098
Target
Raw columns present
Kept → Mapped
Dropped
post
index, stance, related
index → (post_index, comment_id,
chain_ids, depth); stance →
stance
related
bitcoin
index, stance,
related_1, related_2
index → (post_index, comment_id,
chain_ids, depth); stance →
stance
related_1, related_2
tesla
index, stance,
related_1, related_2
index → (post_index, comment_id,
chain_ids, depth); stance →
stance
related_1, related_2

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