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Underfull \hbox (badness 1132) in paragraph at lines 91--92 []\T1/ptm/b/n/10.95 (+20) Compression-Ratio Gat-ing: \T1/ptm/m/n/10.95 (+20) The re-dun- [] [5]) (./sec/4_Experiments.tex Underfull \vbox (badness 10000) has occurred while \output is active [] Underfull \hbox (badness 7576) in paragraph at lines 4--5 \T1/ptm/m/n/10.95 (+20) In this sec-tion, we eval-u-ate whether the [] [6 <./pics/hubkv_prefill_main_4x4.pdf>]) (./sec/5_RelatedWorks.tex Underfull \hbox (badness 2717) in paragraph at lines 50--1 \T1/ptm/m/n/10.95 (+20) We fur-ther eval-u-ate HubKV in a decoding- [] Underfull \vbox (badness 3780) has occurred while \output is active [] [7 <./pics/longbench_average_model_comparison_1x4.pdf> <./pics/decoding_qwen3_8b_singlecol.pdf>]) (./sec/6_Conclusion.tex) (tmp/acl_latex.bbl [8] [9] Underfull \hbox (badness 2913) in paragraph at lines 216--220 \T1/ptm/m/n/10 (+20) Binyuan Hui, Bo Zheng, Bowen Yu, Chang [] ) (./sec/_Appendix.tex [10 ] Underfull \hbox (badness 4441) in paragraph at lines 7--8 \T1/ptm/m/n/10.95 (+20) 8B as the back-bone model. 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[14] Underfull \hbox (badness 1888) in paragraph at lines 256--257 \T1/ptm/m/n/10.95 (+20) use the same content-token pre-pro-cess-ing in [] Underfull \vbox (badness 10000) has occurred while \output is active [] Underfull \hbox (badness 10000) in paragraph at lines 264--265 []\T1/ptm/m/n/10.95 (+20) The raw-attention val-i-da-tion uses [] Underfull \hbox (badness 10000) in paragraph at lines 264--265 \T1/zi4/m/n/10.95 insights/capture_attention_hooks.py\T1/ptm/m/n/10.95 (+20) . [] Underfull \vbox (badness 2521) has occurred while \output is active [] [15] [16 <./pics/qwen25_longbench_appendix_2x5.pdf>] Underfull \hbox (badness 1406) in paragraph at lines 303--304 []\T1/ptm/m/it/10.95 (+20) Proof. \T1/ptm/m/n/10.95 (+20) For the fa-cil-ity lo-ca-tion ob-jec-tive, [] [17 <./pics/llama31_longbench_appendix_2x5.pdf>] File: pics/raw_attention_locality.pdf Graphic file (type pdf) Package pdftex.def Info: pics/raw_attention_locality.pdf used on input line 354. 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