$ helios verify test_vectors/vectors.json basic: PASS key_ordering: PASS unicode_normalization: PASS null_value: PASS relationship_sorting: PASS All 5 vectors: PASS ...

Large vision-language models often struggle with fine-grained image-text alignment in low-resource settings, leading to mode collapse and reduced output diversity. We address this by applying ...