This work evaluates five LLMs as memory writers and two as executors across procurement, cybersecurity, and finance and introduces EAL-Bench, which measures how accurately persistent memory preserves evolving authorization state and whether errors propagate to downstream unauthorized actions.
Tommaso Cerruti, Mika Okamoto, Ansel Kaplan Erol· 3 citations· ⚡1
A comparative study of softmax attention and four recent recurrent linear-attention architectures: DeltaNet, Gated DeltaNet, Kimi Delta Attention, and Gated DeltaNet-2 is presented, making explicit how they differ in expressivity, memory decay, erase and write control, training throughput, and implementation complexity...
Tommaso Cerruti, Tim Rieder, George Rowlands et al.· arXiv.org· 0 citations
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