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Text Reconstruction on BBC News (test)

99.67BERTScore F1Llama-3.2-3B-Instruct (SFT)
83.747687.881392.01596.1487May 27, 2026

Evaluation results

MethodLinks
Llama-3.2-3B-Instruct (SFT)rkeep=0.9, protocol=QLoRA fine-tuned (SFT), skeleton_type=WordFreq2026.0599.67
Llama-3.2-3B-Instruct (ZS)rkeep=0.9, protocol=Zero-shot (ZS) with polish, skeleton_type=WordFreq2026.0598.57
Gemini 2.0 Flashrkeep=0.9, protocol=zero-shot, skeleton_type=WordFreq2026.0598.39
Gemini 2.0 Flashrkeep=0.7, protocol=zero-shot, skeleton_type=WordFreq2026.0596.45
Llama-3.2-3B-Instruct (SFT)rkeep=0.7, protocol=QLoRA fine-tuned (SFT), skeleton_type=WordFreq2026.0596.08
Llama-3.2-3B-Instruct (SFT)rkeep=0.5, protocol=QLoRA fine-tuned (SFT), skeleton_type=WordFreq2026.0595.98
Llama-3.2-3B-Instruct (ZS)rkeep=0.7, protocol=Zero-shot (ZS) with polish, skeleton_type=WordFreq2026.0594.65
Gemini 2.0 Flashrkeep=0.5, protocol=zero-shot, skeleton_type=WordFreq2026.0593.14
Llama-3.2-3B-Instruct (SFT)rkeep=0.3, protocol=QLoRA fine-tuned (SFT), skeleton_type=WordFreq2026.0592.06
Llama-3.2-3B-Instruct (ZS)rkeep=0.5, protocol=Zero-shot (ZS) with polish, skeleton_type=WordFreq2026.0590.32
Gemini 2.0 Flashrkeep=0.3, protocol=zero-shot, skeleton_type=WordFreq2026.0589.48
Llama-3.2-3B-Instruct (SFT)rkeep=0.1, protocol=QLoRA fine-tuned (SFT), skeleton_type=WordFreq2026.0588.27
Llama-3.2-3B-Instruct (ZS)rkeep=0.3, protocol=Zero-shot (ZS) with polish, skeleton_type=WordFreq2026.0587.11
Gemini 2.0 Flashrkeep=0.1, protocol=zero-shot, skeleton_type=WordFreq2026.0585.27
Llama-3.2-3B-Instruct (ZS)rkeep=0.1, protocol=Zero-shot (ZS) with polish, skeleton_type=WordFreq2026.0584.36