Architecture Comparison
Trade-offsSelectionTrade-offs
Comparing encoder-only, decoder-only, and encoder-decoder architectures for different use cases.
Decoder-only Models
GPT-styleGenerationGPT-style
GPT-style architectures focused on text generation.
Encoder-Decoder Models
T5-styleSeq2SeqT5-style
Encoder-decoder architectures for translation and sequence tasks.
Encoder-only Models
BERT-styleUnderstandingBERT-style
BERT-style architectures optimized for understanding tasks.
KV Cache Optimization
EfficiencyInferenceEfficiency
Techniques for efficient key-value cache management to reduce memory and improve throughput.
Mixture of Experts
SparseEfficiencySparse MoE
Models with specialized subnetworks for scalable capacity.
Sparse Attention Mechanisms
EfficiencyOptimizationEfficiency
Alternate attention patterns for complexity reduction.
Transformer Architecture
FoundationAttentionFoundation
The foundational architecture using self-attention mechanisms.