VISTA-Bench: Benchmarking Multilingual Image Translation with Image-Specific Rubrics

arXiv:2609.37287 · cs.CV, cs.AI · Submitted 2026-09-29 · Read on arXiv

cs.CV, cs.AI

Submitted: 2026-09-29

Updated: 2026-09-29

Code: https://github.com/lvbotenbest/VISTA-BENCH

Terminology

Benchmark — 22× in this paper · explained in 2 episodes
Core — 8× in this paper · explained in 2 episodes
Verification — 4× in this paper · explained in 2 episodes
Alignment — 3× in this paper · explained in 1 episode
Benchmarking — 3× in this paper · explained in 3 episodes
Empirical Methods in Natural Language Processing — 2× in this paper
Evaluation Dimensions — 2× in this paper · explained in 3 episodes
Fidelity — 2× in this paper · explained in 2 episodes
Modality Gap — 2× in this paper · explained in 4 episodes
Ablation — 1× in this paper · explained in 1 episode
Accuracy — 1× in this paper · explained in 1 episode
Aggregation — 1× in this paper · explained in 1 episode
Annotator Agreement — 1× in this paper · explained in 1 episode
Consistency — 1× in this paper · explained in 3 episodes
Distillation — 1× in this paper · explained in 2 episodes
Foundation Model — 1× in this paper · explained in 3 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Generative Model — 1× in this paper · explained in 2 episodes
Generative Models — 1× in this paper · explained in 2 episodes
Knowledge Distillation — 1× in this paper · explained in 11 episodes
Robustness — 1× in this paper · explained in 5 episodes

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