

Honeybee
Overview :
Honeybee is a local-enhancement predictor for multimodal language models. It enhances the performance of multimodal language models on various downstream tasks, such as natural language inference and visual question answering. The advantage of Honeybee lies in the introduction of a local perception mechanism, which can better model the dependencies between input samples, thereby strengthening the inference and question-answering abilities of the multimodal language model.
Target Users :
["Fine-tuning of Multimodal Language Models","Image Question Answering","Natural Language Inference","Multimodal Benchmark Testing"]
Use Cases
Applying Honeybee in image-based question answering tasks to improve understanding of visual content
Using Honeybee as a prediction head in multimodal benchmark tests to evaluate the multimodal understanding abilities of language models
Integrating Honeybee into existing language models for fine-tuning and evaluation on natural language inference tasks
Features
Supports various scales of language models, such as 7B, 13B, etc.
Supports sequences of different lengths
Can be used as a plug-in for pre-training models
Provides multiple prediction heads to adapt to different downstream tasks
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