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Genetic Circuit Design on Cello-OOD

52.6Task Success Rate (TSR)Qwen3-8B RLVF-H-C
3.216.02528.8541.675May 14, 2026

Evaluation results

MethodLinks
Qwen3-8B RLVF-H-CTraining Protocol=GenCircuit-RL (Hierarchical-Curriculum)2026.0552.6
Gemma-3-12B RLVF-H-CTraining Protocol=GenCircuit-RL (Hierarchical-Curriculum)2026.0546.8
Llama-3.1-8B RLVF-H-CTraining Protocol=GenCircuit-RL (Hierarchical-Curriculum)2026.0545.2
Qwen3-8B RLVF-HIERTraining Protocol=RLVF-Hierarchical2026.0544.1
Qwen3-8B RLVF-BINTraining Protocol=RLVF-Binary2026.0536.2
Qwen3-8B SFTTraining Protocol=Supervised fine-tuning2026.0532.4
Gemma-3-12B SFTTraining Protocol=Supervised fine-tuning2026.0528.8
OPUS 4.5Few-shot Setting=5-shot2026.0528.4
Llama-3.1-8B SFTTraining Protocol=Supervised fine-tuning2026.0527.6
OPUS 4.5Few-shot Setting=0-shot2026.0518.6
Qwen3-8B BASEFew-shot Setting=0-shot2026.055.1