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Logical Fallacy Detection on LOGICAL FALLACY (LOG)

54.73Accuracy

NSP Context-Free Data Aug.

Updated 1mo ago

Evaluation Results

Method	Links
NSP Context-Free Data Aug. 2026.01		54.73
NSP Loss Context-Free 2026.01		53.48
NHP Loss Context-Free 2026.01		53.23
NHP Loss Context-Aware 2026.01		52.99
NHP Loss Context-Free 2026.01		52.99
NSP Context-Free Data Aug. 2026.01		52.99
NHP Context-Free Data Aug. 2026.01		52.99
NSP Loss Context-Aware 2026.01		52.74
NSP Loss Context-Free 2026.01		52.74
NHP Loss Context-Aware 2026.01		52.74
NTP Synonym Baseline Fine-Tuned 2026.01		52.74
NHP Loss Context-Aware 2026.01		52.24
NSP Context-Aware Data Aug. 2026.01		52.24
NSP Loss Context-Aware 2026.01		51.99
NHP Context-Aware Data Aug. 2026.01		51.74
NTP Hypernym Baseline Fine-Tuned 2026.01		51.74
NSP Loss Context-Aware 2026.01		51.49
NSP Context-Free Data Aug. 2026.01		51.49
NHP Context-Free Data Aug. 2026.01		51.49
NTP Synonym Baseline Fine-Tuned 2026.01		51.49
NTP Hypernym Baseline Fine-Tuned 2026.01		51.49
NSP Context-Aware Data Aug. 2026.01		51.24
NHP Context-Free Data Aug. 2026.01		51.24
NTP Hypernym Baseline Fine-Tuned 2026.01		51
NHP Context-Aware Data Aug. 2026.01		50.5
NHP Loss Context-Aware 2026.01		49.5
NHP Loss Context-Free 2026.01		49.5
NTP Hypernym Baseline Fine-Tuned 2026.01		49.25
Base Model Fine-Tuned 2026.01		49
NTP Synonym Baseline Fine-Tuned 2026.01		48.76
NHP Context-Aware Data Aug. 2026.01		48.51
NHP Context-Free Data Aug. 2026.01		48.51
NSP Loss Context-Aware 2026.01		48.26
NSP Loss Context-Free 2026.01		48.26
NSP Context-Aware Data Aug. 2026.01		48.01
NHP Context-Aware Data Aug. 2026.01		47.76
NHP Loss Context-Free 2026.01		46.52
NTP Synonym Baseline Fine-Tuned 2026.01		44.78
NSP Context-Free Data Aug. 2026.01		38.31
NSP Loss Context-Free 2026.01		17.16
NSP Context-Aware Data Aug. 2026.01		9.7
Base Model 2026.01		0.71