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@@ -98,18 +98,18 @@
       <div class="field" data-show="gpu cpu"><label for="ram">System RAM</label><select id="ram"></select></div>
       <div class="field"><label for="ctx">Context length</label><select id="ctx"></select></div>
       <div class="field"><label for="kv">KV cache precision</label><select id="kv">
-        <option value="f16/f16">Full (f16) — bench: reference</option>
-        <option value="bf16/bf16">BF16 — bench: same bytes as f16, skip</option>
-        <option value="q8_0/q8_0">q8_0 — bench: transparent</option>
-        <option value="q8_0/q5_0">q8_0/q5_0 — bench: near-transparent</option>
-        <option value="q5_0/q5_0">q5_0 — bench: tiny KL cost</option>
-        <option value="q5_0/q4_1" selected>q5_0/q4_1 — bench knee, balanced default</option>
-        <option value="q5_0/q4_0">q5_0/q4_0 — bench: compact, noisy on some models</option>
-        <option value="q4_1/q4_1">q4_1 — bench: beats q4_0 at the same size</option>
-        <option value="q4_1/q4_0">q4_1/q4_0 — bench: compact</option>
-        <option value="q4_0/q4_0">q4_0 — bench: worst working pair</option>
-        <option value="iq4_nl/iq4_nl">iq4_nl — bench: hangs at 64k, short ctx only</option>
-        <option value="q5_1/q5_1">q5_1 — bench: same class as q5_0</option>
+        <option value="f16/f16">Full (f16) — reference</option>
+        <option value="bf16/bf16">BF16 — not pareto optimal</option>
+        <option value="q8_0/q8_0">q8_0 — transparent</option>
+        <option value="q8_0/q5_0">q8_0/q5_0 — near-transparent</option>
+        <option value="q5_0/q5_0">q5_0 — not pareto optimal</option>
+        <option value="q5_0/q4_1" selected>q5_0/q4_1 — knee, default</option>
+        <option value="q5_0/q4_0">q5_0/q4_0 — not pareto optimal</option>
+        <option value="q4_1/q4_1">q4_1 — smallest frontier pair</option>
+        <option value="q4_1/q4_0">q4_1/q4_0 — not pareto optimal</option>
+        <option value="q4_0/q4_0">q4_0 — not pareto optimal</option>
+        <option value="iq4_nl/iq4_nl">iq4_nl — hangs at 64k</option>
+        <option value="q5_1/q5_1">q5_1 — not pareto optimal</option>
       </select></div>
       <div class="field"><label for="mmproj">Vision projector (vision models)</label><select id="mmproj">
         <option value="gpu">On the GPU, llama serve default</option>