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The top 4 tasks are logical reasoning tasks. PoE largely outperforms MCP on 4 logical reasoning tasks, and underperforms MCP on other 4 tasks. +**Question**: Which of these states is farthest north?
+**Choices**: West Virginia, Louisiana, Arizona, Oklahoma
+**Predicted**: 0 -## 6. Conclusion +# Conclusion -POE demonstrates a significant improvement in handling multiple choice reasoning tasks by mimicking a human-like process of elimination approach. Future work will focus on enhancing its generalizability and efficiency, possibly extending to few-shot settings and other modalities. +MM-PoE demonstrates a significant improvement in handling multiple choice visual reasoning tasks by mimicking a human-like process of elimination approach. Future work will focus on enhancing its generalizability and efficiency, possibly extending to handle better masking strategies. -## Ethics Statement +# Ethics Statement -While this model uses publicly available tasks and models, users should be aware of potential biases in the data and model outputs. +While this method uses publicly available data and models, users should be aware of potential biases in the data and model outputs. # Acknowledgements -We have used the server provided by Northwestern University for building this software. +We would like to extend our sincere gratitude to Northwestern University for providing access to their servers and GPU resources, which were instrumental in conducting this research. The computational power and infrastructure made available by the university enabled the efficient processing and analysis of large datasets, significantly contributing to the success of the project. Without this support, the research would not have been possible at the scale or speed required. We deeply appreciate the university’s commitment to fostering a collaborative research environment and supporting technological innovation. \ No newline at end of file