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ResearchFormerly WizWand

MMHal-Bench

Benchmarks

TaskDatasetSOTA resultTrendResults

Hallucination Evaluation

MMHal-Bench

84.2MMHal Score

309

Multimodal Hallucination Evaluation

MMHal-Bench

46Average Score

140

Image+Text-to-Text Hallucination Evaluation

MMHal-Bench

79BERT Score

18

Vision-Language Hallucination

MMHal-Bench

32Hal

13

Generative Hallucination Mitigation

MMHal-Bench

3.49Overall Score

13

Multi-modal Hallucination Evaluation

MMHal-Bench v1.0 (test)

2.14Overall Score

12

Hallucination Evaluation

MMHal-Bench-V

2.57Hallucination Score

9

Multi-modal Hallucination Evaluation

MMHal-Bench

1.83Attribute Failure Score

5