How a chameleon progresss from artificial intelligence with uniform symbols

Links table

Abstract and 1 introduction

2 before training

2.1 Distinguished symbol

2.2 Pre -training data

2.3 Stability

2.4 Inference

3 alignment data and 3.1 data

3.2 Refining strategy

4 Human reviews and safety test, and 4.1 Claims for evaluation

4.2 basic lines and evaluation

4.3 Inter-Anotator Agreement

4.4 Safety test

4.5 Discussion

5 measurements measuring and 5.1 text

5.2 Images to text

6 related work

7 Conclusion, Decisions, shareholders and references

Excessive

A. Samples

for. Additional information on human assessments

CHEMEENON depends on business rates that explore the approach based on the distinctive symbol of multimedia learning. The idea of ​​using the distinctive separate codes to represent ongoing methods such as pictures in business such as Beit (Bao et al Aghajanyan et al. (2022) This idea extended to learning from mixed documents through the distinctive symbols of the image and text symbols, allowing joint thinking on both methods within a unified structure. CM3leon (Yu Et Al

As an early model based on the distinctive symbol, CHAMELEON is different from late approaches like Flamingo (Alyraac Et Al Other models such as LLAVA (LIU ET Al On the contrary, the uniform space in CHAMEENON allows to lead to an overlapping sequence and text, without the need for special ingredients in the form. However, this early approach comes with great challenges in terms of learning and representative alignment, as was discussed in Baltrušaitis et al. (2018).

The most similar model with CHAMEENON is Gueini (GEMINI ET Al However, the main difference is that Gemini uses separate tricker of images, while Chameleon is a comprehensive thick model without any guidance ingredients. This makes the chameleon a more important model for each of the multimedia understanding tasks and generation tasks, similar to the spirit of Cerceiver (Jaegle et al

In short, CHAMELEON depends on a rich history of working in multimedia learning and structure based on the distinctive symbol, with the boundaries in terms of typical range and architecture design. By showing strong performance through a wide range of tasks in the language of vision and enabling new abilities in mixed thinking and obstetric, the chameleon represents an important step towards achieving the vision of the multimedia basic models for general purposes.