Method Drift›Long-context / context-window extension
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HoPE
HoPE: A Novel Positional Encoding Without Long-Term Decay for Enhanced Context Awareness and ExtrapolationLong-context / context-window extension · first seen Oct 28, 2024
present, but with little supersession signal in the knowledge base
0 papers critique it · 0 beat it on benchmarks
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- Mask Prior Suppression and Monotonic RoPE ScalingMitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language ModelsMay 14, 2026
- Apr 1, 2026
- C^2RoPEC^2ROPE: Causal Continuous Rotary Positional Encoding for 3D Large Multimodal-Models ReasoningFeb 11, 2026
- Imaginary Extension of Rotary Position EmbeddingsBeyond Real: Imaginary Extension of Rotary Position Embeddings for Long-Context LLMsDec 8, 2025
- Nov 21, 2025