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ResearchFormerly WizWand

Out-of-scope Refusal on ScienceQA out-of-scope (test)

0Refusal RatePrompt-based
-3.9822.88549.7576.615Jan 31, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Prompt-basedSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.010
Prompt-basedSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.010
Prompt-basedSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=LLM-as-Judgement2026.010
PersonaSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.010
PersonaSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.010
PersonaSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.010
PersonaSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=LLM-as-Judgement2026.010
PersonaSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=LLM-as-Judgement2026.010.5
PersonaSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=LLM-as-Judgement2026.010.5
Prompt-basedSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.011.5
Prompt-basedSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=LLM-as-Judgement2026.011.5
Prompt-basedSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.012.5
PersonaSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.012.5
Prompt-basedSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=LLM-as-Judgement2026.013
Prompt-basedSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=LLM-as-Judgement2026.013
PersonaSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=LLM-as-Judgement2026.013
Fine-tuningSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.0125.5
Fine-tuningSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=LLM-as-Judgement2026.0126
Fine-tuningSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.0131
Fine-tuningSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=LLM-as-Judgement2026.0134
Fine-tuningSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.0154
Fine-tuningSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=LLM-as-Judgement2026.0154
CR-VLMSubject=Physics, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.0183.5
CR-VLMSubject=Geography, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.0189.5
Fine-tuningSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=LLM-as-Judgement2026.0190
Fine-tuningSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.0190.5
CR-VLMSubject=Physics, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.0192
CR-VLMSubject=Geography, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.0192
CR-VLMSubject=Geography, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.0193
CR-VLMSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=LLM-as-Judgement2026.0193.5
CR-VLMSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=Human Evaluation2026.0194
CR-VLMSubject=Biology, Model backbone=LLaVA-1.5-13b, Evaluation Protocol=LLM-as-Judgement2026.0194
CR-VLMSubject=Geography, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.0194
CR-VLMSubject=Biology, Model backbone=Idefics3, Evaluation Protocol=Human Evaluation2026.0194.5
CR-VLMSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.0194.5
CR-VLMSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.0195
CR-VLMSubject=Biology, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=LLM-as-Judgement2026.0195.5
CR-VLMSubject=Biology, Model backbone=InstructBLIP, Evaluation Protocol=LLM-as-Judgement2026.0196
CR-VLMSubject=Physics, Model backbone=InstructBLIP, Evaluation Protocol=Human Evaluation2026.0198.5
CR-VLMSubject=Physics, Model backbone=LLaVA-1.5-7b, Evaluation Protocol=Human Evaluation2026.0199.5