diff --git "a/reproducible_research/expected_outputs/vad/VoxConverse.test.rttm" "b/reproducible_research/expected_outputs/vad/VoxConverse.test.rttm"
--- "a/reproducible_research/expected_outputs/vad/VoxConverse.test.rttm"
+++ "b/reproducible_research/expected_outputs/vad/VoxConverse.test.rttm"
@@ -1,8553 +1,9055 @@
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-SPEAKER nlvdr 1 114.983 3.628 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 130.053 18.142 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 313.207 49.531 <NA> <NA> 0 <NA> <NA>
-SPEAKER nlvdr 1 374.466 100.749 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 624.954 3.932 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 1111.568 44.383 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 1183.914 3.190 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nlvdr 1 1198.799 1.232 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nprxc 1 28.362 1.333 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 30.573 15.595 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 46.809 16.759 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 64.159 5.637 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 70.589 0.911 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 72.614 1.401 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 74.724 16.337 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 92.445 13.249 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 106.470 3.949 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nprxc 1 113.001 4.337 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 117.946 1.890 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 121.339 2.346 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 128.461 1.958 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 131.448 53.737 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 186.282 1.063 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 188.476 24.793 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 214.045 20.911 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 237.251 5.350 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 243.293 0.979 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 245.572 16.860 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 264.069 1.266 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 266.652 4.489 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 271.850 48.522 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 321.536 5.367 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 330.431 11.544 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 343.240 23.763 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 368.084 1.350 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 370.868 10.886 <NA> <NA> 0 <NA> <NA>
-SPEAKER nprxc 1 383.560 7.966 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nqcpi 1 23.948 9.437 <NA> <NA> 0 <NA> <NA>
-SPEAKER nqcpi 1 34.787 35.538 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nqyqm 1 171.061 70.186 <NA> <NA> 0 <NA> <NA>
-SPEAKER nqyqm 1 242.395 9.029 <NA> <NA> 0 <NA> <NA>
-SPEAKER nqyqm 1 256.587 15.019 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nqyqm 1 345.961 10.969 <NA> <NA> 0 <NA> <NA>
-SPEAKER nqyqm 1 357.623 3.848 <NA> <NA> 0 <NA> <NA>
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-SPEAKER nqyqm 1 1018.140 13.197 <NA> <NA> 0 <NA> <NA>
-SPEAKER nttgg 1 0.008 51.998 <NA> <NA> 0 <NA> <NA>
-SPEAKER nzoid 1 1.089 23.826 <NA> <NA> 0 <NA> <NA>
-SPEAKER nzoid 1 26.739 40.628 <NA> <NA> 0 <NA> <NA>
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-SPEAKER ocbny 1 47.990 7.747 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 57.290 10.801 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 69.104 10.734 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 80.901 27.257 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 109.879 3.207 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 113.913 10.413 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 125.237 11.882 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 137.693 20.556 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 158.992 3.510 <NA> <NA> 0 <NA> <NA>
-SPEAKER ocbny 1 163.161 0.878 <NA> <NA> 0 <NA> <NA>
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 SPEAKER swbnm 1 667.043 4.759 <NA> <NA> 0 <NA> <NA>
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-SPEAKER ubogn 1 308.263 35.998 <NA> <NA> 0 <NA> <NA>
-SPEAKER ubogn 1 345.730 15.392 <NA> <NA> 0 <NA> <NA>
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-SPEAKER ubogn 1 418.587 21.400 <NA> <NA> 0 <NA> <NA>
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-SPEAKER ubogn 1 522.598 18.598 <NA> <NA> 0 <NA> <NA>
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-SPEAKER uicid 1 115.709 2.835 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 119.489 6.835 <NA> <NA> 0 <NA> <NA>
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-SPEAKER uicid 1 136.365 0.844 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 138.711 0.540 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 139.841 1.839 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 142.862 2.379 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 146.474 1.569 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 149.393 3.696 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 154.017 1.553 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 156.515 2.514 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 161.004 3.190 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 165.138 1.941 <NA> <NA> 0 <NA> <NA>
-SPEAKER uicid 1 167.788 1.755 <NA> <NA> 0 <NA> <NA>
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