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Generative Hallucination Evaluation on AMBER

90.79ScoreACPO
86.16287.363588.56589.7665Mar 23, 2026

Evaluation results

MethodLinks
ACPOModel Scale=14B, Base Model=InternVL32026.0390.79————
DPO-ShiftModel Scale=14B, Base Model=InternVL32026.0389.97————
DPOModel Scale=14B, Base Model=InternVL32026.0389.78————
InstructModel Scale=14B, Base Model=InternVL32026.0389.68————
IPOModel Scale=14B, Base Model=InternVL32026.0389.66————
SimPOModel Scale=14B, Base Model=InternVL32026.0389.52————
β-DPOModel Scale=14B, Base Model=InternVL32026.0389.45————
DPO-ShiftModel Scale=8B, Base Model=InternVL32026.0388.39————
ACPOModel Scale=8B, Base Model=InternVL32026.0388.24————
IPOModel Scale=8B, Base Model=InternVL32026.0387.85————
DPOModel Scale=8B, Base Model=InternVL32026.0387.45————
InstructModel Scale=8B, Base Model=InternVL32026.0386.75————
SimPOModel Scale=8B, Base Model=InternVL32026.0386.42————
β-DPOModel Scale=8B, Base Model=InternVL32026.0386.34————
LLaVA-1.5-7BVariant=Original2026.04—8.248.534.93.5
LLaVA-1.5-7BVariant=Ours2026.04—6.246.224.72.4
Shikra-7BVariant=Original2026.04—12.248.949.75.6
Shikra-7BVariant=Ours2026.04—11.547.544.84.6