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Long-context evaluation on RULER 256K

100NS1 (Sequence Accuracy 1)Dense
9597.5100102.5Jun 3, 2025

Evaluation results

MethodLinks
DenseModel=Qwen2.5-14B-Instruct-1M, Sparse token budget=4096 (1.56%)2025.06100100100100908597.510095604087.95—
top-kModel=Qwen2.5-14B-Instruct-1M, Sparse token budget=4096 (1.56%)2025.061001001001009081.2598.7510088.33604087.12—
HATAModel=Qwen2.5-14B-Instruct-1M, Sparse token budget=4096 (1.56%)2025.06100100100100958597.59685604588.05—
N-3-Super 120B-A12B-BaseShots=02026.04————————————84.56