diff --git a/projects/illm/README.md b/projects/illm/README.md
index 8b5d72f..875383e 100644
--- a/projects/illm/README.md
+++ b/projects/illm/README.md
@@ -62,14 +62,16 @@ print(torch.hub.help("facebookresearch/NeuralCompression", "msillm_quality_3"))
 
 We release the following models:
 
-| Bitrate   | MS-ILLM            | No-GAN              |
-| --------- | ------------------ | ------------------- |
-| 0.035 bpp | "msillm_quality_1" | "noganms_quality_1" |
-| 0.07 bpp  | "msillm_quality_2" | "noganms_quality_2" |
-| 0.14 bpp  | "msillm_quality_3" | "noganms_quality_3" |
-| 0.3 bpp   | "msillm_quality_4" | "noganms_quality_4" |
-| 0.45 bpp  | "msillm_quality_5" | "noganms_quality_5" |
-| 0.9 bpp   | "msillm_quality_6" | "noganms_quality_6" |
+| Bitrate   | MS-ILLM               | No-GAN              |
+| --------- | --------------------- | ------------------- |
+| 0.002 bpp | "msillm_quality_vlo1" |                     |
+| 0.004 bpp | "msillm_quality_vlo2" |                     |
+| 0.035 bpp | "msillm_quality_1"    | "noganms_quality_1" |
+| 0.07 bpp  | "msillm_quality_2"    | "noganms_quality_2" |
+| 0.14 bpp  | "msillm_quality_3"    | "noganms_quality_3" |
+| 0.3 bpp   | "msillm_quality_4"    | "noganms_quality_4" |
+| 0.45 bpp  | "msillm_quality_5"    | "noganms_quality_5" |
+| 0.9 bpp   | "msillm_quality_6"    | "noganms_quality_6" |
 
 The No-GAN models are released for researchers seeking to fine-tune them
 with their own methods.