Adding results to the Benchmarks section.

Author: aguerreb

docs/benchs/large_scale_benchs.rst

@@ -237,7 +237,8 @@ and the additional bandwidth reduction from LVQ-4x4 and LVQ-4x8 provides a signi
 | **LVQ-4x8**        | 2.5x     | 1.3x     | **3.1x** | 1.6x     | **4.7x** | 2.1x     |
 +--------------------+----------+----------+----------+----------+----------+----------+
 
-**Click on the triangles** to see the throughput vs recall curves comparing several LVQ settings for each dataset.
+**Click on the triangles** to see the throughput vs recall curves comparing SVS with several LVQ settings, as well as float32
+and float16 encodings, for each dataset.
 
 .. collapse:: deep-96-1B
 
@@ -273,6 +274,37 @@ and the additional bandwidth reduction from LVQ-4x4 and LVQ-4x8 provides a signi
 
 |
 
+**Click on the triangles** to see the throughput vs recall curves comparing the highest performing SVS-LVQ setting
+(a Pareto curve built with results from LVQ-8, LVQ-4x4, LVQ4x8 and LVQ8x8), SVS using float32 and float16 encodings,
+as well as other methods for each dataset.
+
+.. collapse:: deep-96-1B
+
+    Results for the deep-96-1B dataset
+
+    .. image:: ../figs/bench_largeScale_ablation_and_other_methods_deep-1B.png
+       :width: 700
+       :alt: deep-96-1B compression evaluation results
+
+.. collapse:: t2i-200-100M
+
+    Results for the t2i-200-100M dataset
+
+    .. image:: ../figs/bench_largeScale_ablation_and_other_methods_text2image-100M.png
+       :width: 700
+       :alt: t2i-200-100M compression evaluation results
+
+
+.. collapse:: DPR-768-10M
+
+    Results for the DPR-768-10M dataset
+
+    .. image:: ../figs/bench_largeScale_ablation_and_other_methods_dpr-10M.png
+       :width: 700
+       :alt: DPR-768-10M compression evaluation results
+
+|
+
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