A vision encoder is a necessary component for allowing many leading LLMs to be able to work with images uploaded by users.

llm-from-scratch/ ├── models/ │ ├── encoder_only.py │ ├── decoder_only.py │ ├── encoder_decoder.py │ ├── rotary_embeddings.py │ ├── kv_cache.py │ ├── moe_layer.py │ ├── lora_adapter.py ...

Memory interfaces don't scale as well as core logic on modern process nodes, and there are other aspects of the Blackwell GPU — the video encoders/decoders ... a particular LLM, the RTX 5070 ...

Models like LLM2Vec and NV-Embed enhance text-based representation learning by modifying the attention mechanisms in decoder-only LLMs ... knowledge distillation from a strong LLM teacher to enhance ...

The PLM framework integrates a vision encoder (Perception Encoder) with LLaMA 3 language decoders of varying sizes—1B ... A 2-layer MLP projector connects the visual encoder to the LLM, and both ...

Molecules like DNA are capable of storing large amounts of data without requiring an energy source, but accessing this ...