Test-time updating lets a language model change persistent state after training---such as model weights, adapter parameters, or a memory module---before or while answering queries. Existing evaluations often compare systems using update count or frequency and performance measured immediately afterward. These summaries...
Ze-Hao Zhao, Shang-Jian Yin, Rui Liu et al.· 0 citations
DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks, and its comprehensive evaluations show that DCE+SRCL outperforms OPSD across multiple model scales and four competition-level mathematics benchmarks.
Shang-Jian Yin, Ze-Hao Zhao, Kavosh Asadi et al.· 6 citations
Many real-world processes exhibit long-range dependence, where the current state depends on a slowly decaying trace of past states rather than on the most recent state alone. This paper studies system identification for discrete-time fractional-order linear time-invariant systems from a single observed trajectory of le...
Xiao-Le Zhang, Zi-Yi Zhang, Ze-Hao Zhao et al.· 0 citations
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