image-grounded

Introduces multi-reference image-grounded video captioning and proposes RefCaptioner, a two-stage post-training framework with mixed-data SFT and hierarchical coverage-discounted GRPO. The paper also presents MRVBench, a benchmark for evaluating caption factuality and multi-reference grounding.