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Compact mode

RetNet

Retention-based architecture designed as Transformer alternative with better efficiency

Known for Linear Scaling Efficiency

Industry Relevance

Basic Information

Historical Information

Application Domain

Technical Characteristics

Evaluation

Facts

  • Interesting Fact 🤓

    Fascinating trivia or lesser-known information about the algorithm
    • Achieves similar performance to Transformers with significantly better efficiency
Alternatives to RetNet
RWKV
Known for Linear Scaling Attention
🔧 is easier to implement than RetNet
learns faster than RetNet
Hyena
Known for Subquadratic Scaling
🔧 is easier to implement than RetNet
learns faster than RetNet
State Space Models V3
Known for Long Sequence Processing
🔧 is easier to implement than RetNet
learns faster than RetNet
S4
Known for Long Sequence Modeling
🔧 is easier to implement than RetNet
MambaByte
Known for Efficient Long Sequences
🔧 is easier to implement than RetNet
learns faster than RetNet
FlashAttention 2
Known for Memory Efficiency
learns faster than RetNet
📊 is more effective on large data than RetNet
🏢 is more adopted than RetNet
📈 is more scalable than RetNet

FAQ about RetNet

Contact: [email protected]