Evaluating Explanation-Driven Vision-Language Reasoning via Generation Order Interventions

arXiv:2609.29496 · cs.CL · Submitted 2026-08-26 · Read on arXiv

cs.CL

Submitted: 2026-08-26

Updated: 2026-08-26

Terminology

• Fine-Tuning — 21× in this paper · explained in 5 episodes
• Consistency — 16× in this paper · explained in 3 episodes
• Accuracy — 12× in this paper · explained in 1 episode
• Benchmark — 9× in this paper · explained in 2 episodes
• Grounding — 8× in this paper · explained in 3 episodes
• Alignment — 6× in this paper · explained in 1 episode
• Robustness — 3× in this paper · explained in 5 episodes
• Visual Grounding — 3× in this paper · explained in 2 episodes
• Abstention — 2× in this paper · explained in 1 episode
• F1 Score — 2× in this paper · explained in 3 episodes
• Multimodal Reasoning — 2× in this paper · explained in 5 episodes
• Chain-of-Thought (CoT) — 1× in this paper · explained in 4 episodes
• Computer Vision and Pattern Recognition — 1× in this paper
• Failure Modes — 1× in this paper · explained in 3 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• International Conference on Computer Vision — 1× in this paper
• Interpretability — 1× in this paper · explained in 15 episodes
• Visual Language Reasoning — 1× in this paper

Sources

• Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

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