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@@ -27,7 +27,7 @@ license: mit
   <a href="#2-directory-layout">Directory Layout</a> •
   <a href="#3-json-format">JSON Format</a> •
   <a href="#4-probe-json-traineval-splits">Probe Splits</a> •
-  <a href="https://arxiv.org/abs/xxxx.xxxxx">Paper</a>
 </p>
 > **TL;DR.** SonicBench is a psychophysically grounded benchmark that probes **physical audio perception** rather than semantics:

   <a href="#2-directory-layout">Directory Layout</a> •
   <a href="#3-json-format">JSON Format</a> •
   <a href="#4-probe-json-traineval-splits">Probe Splits</a> •
+  <a href="https://arxiv.org/abs/2601.11039">Paper</a>
 </p>
 > **TL;DR.** SonicBench is a psychophysically grounded benchmark that probes **physical audio perception** rather than semantics: