Multimodal Models
Reasoning
GPT-4V
Visual Perception
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges of Language Models with Abstract Visual Patterns
| Evaluation Points | Findings |
|---|---|
| General Intelligence | Questioned by Abstract Patterns |
| Model Performance | Struggles with Simple Patterns |
| Diagnostic Analysis | Weak Visual Perception, Reasoning |
PuzzleVQA: Diagnosing Multimodal Reasoning Challenges
Large multimodal models extend the capabilities of large language models by integrating multimodal understanding. However, their general intelligence abilities are questioned. PuzzleVQA presents abstract patterns to evaluate these models.
- Evaluation of Large Multimodal Models
- Challenges with Abstract Patterns
- Diagnostic Analysis of GPT-4V
This paper sheds light on the limitations and the potential improvement of large multimodal models. Read more.
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