few-shot · domain-multimodal · gpt-4o
recommended confidence: moderate no check recorded
52.17% zero-shot to 73.52% at 16-shot
- GPT-4o improved from 52.17% zero-shot to 73.52% at 16-shot on a materials-characterization VQA subset. Claude-3.5-Sonnet and GPT-4o-mini showed similar upward trends. arXiv:2509.09307
Can Multimodal LLMs See Materials Clearly? A Multimodal Benchmark on Materials Characterization · arXiv preprint, 2025 not read in full
Contested by: few-shot-cot--reasoning--qwen2-5