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Rhetorical Role Labeling on CS-ABSTRACTS

99.84Weighted F1Gold Prototypes
69.440877.332985.22593.1171Mar 4, 2026

Evaluation results

MethodLinks
Gold PrototypesEvaluation protocol=optimal prototype post-hoc for each sentence2026.0399.84—99.66
PCMmethod_type=Prototype-Based2026.0378.0971.1—
PBR2026.0378.09—71.1
Mind2026.0376.91—69.19
PCMSampling strategy=Full Sampling2026.0376.66—69.84
PCMSampling strategy=Random Sampling2026.0376.3—69.12
PBRmethod_type=Prototype-Based2026.0375.4668.69—
PCMSampling strategy=Supervised Sampling2026.0375.46—68.69
Baseline (HSLN)2026.0375.08—68.55
Qwen3-8Badaptation_method=QLoRA2026.0374.9365.93—
Meta-Llama3-8Badaptation_method=QLoRA2026.0374.5967.39—
DeepSeek-70Badaptation_method=QLoRA2026.0372.664.92—
Mistral-7Badaptation_method=QLoRA2026.0370.6162.24—