Update README.md

README.md

@@ -34,14 +34,14 @@ We compare the performance of this released version of CompactDS with the two in
 **Table: Comparison between the RAG performance of three versions of CompactDS at k=10. Best results are in bold.**
 |                  | Index Size | MMLU | MMLU Pro | AGI Eval | MATH | GPQA | **AVG** |
 |------------------|--------|------------|------|----------|----------|------|------|
-| **No Retrieval**    |  - | 68.9 | 39.8     | 56.2     | 46.9 | 29.9 | 48.3    |
-| ***All 12 data sources with # Sub quantizer = 64***|            |      |          |          |      |         |
+| No Retrieval    |  - | 68.9 | 39.8     | 56.2     | 46.9 | 29.9 | 48.3    |
+| *All 12 data sources with # Sub quantizer = 64*|            |      |          |          |      |         |
 | ANN Only | 125GB      | 75.0 | 50.9     | 57.9     | 53.0 | 34.8 | 54.3    |
 | ANN + Exact Search      | 125GB      | 74.4 | 51.7     | **59.2** | 54.6 | 30.8 | 54.1    |
-| ***All 12 data sources with # Sub quantizer = 256**** |    |       |      |          |          |      |       |
+| *All 12 data sources with # Sub quantizer = 256* |    |       |      |          |          |      |       |
 | ANN Only   | 456GB      | **75.3** | 50.1 | 57.4     | 51.9 | **36.4** | 54.2 |
 | ANN + Exact Search  | 456GB      | **75.3** | **53.1** | 58.9 | **55.9** | 32.4 | **55.1** |
-| ***Excluding Textbook/Books with # Sub quantizer = 64*** |    |       |      |          |          |      |       |
+| ***Excluding Textbook/Books with # Sub quantizer = 64 (This datastore)*** |    |       |      |          |          |      |       |
 | ANN Only   | 102GB      | 73.6 | 46.8 | 57.5     | 51.6 | 30.8 | 52.0 |
 | ANN + Exact Search  | 102GB      | 74.0 | 48.1 | 57.2 | 53.9 | 33.0 | 53.3 |