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Long-context language understanding on LongBench (Average Score Only)

50.63Average ScoreRaBitQCache
44.681246.225647.7749.3144Jun 30, 2026

Evaluation results

MethodLinks
RaBitQCacheBackbone=LLaMA-3.1-8B-Instruct, p=0.952026.0650.63
PQCacheBackbone=LLaMA-3.1-8B-Instruct, compress=0.1, subvec=2, bits=62026.0650.34
KIVIBackbone=LLaMA-3.1-8B-Instruct, k/v bits=2, group=32, residual=1282026.0650.13
MagicPIGBackbone=LLaMA-3.1-8B-Instruct, K=10, L=150, W=642026.0649.95
PyramidKVBackbone=LLaMA-3.1-8B-Instruct, capacity=512, window=642026.0645.09
SnapKVBackbone=LLaMA-3.1-8B-Instruct, capacity=1024, window=642026.0644.91