Update README.md

README.md

@@ -175,63 +175,38 @@ missing  : 1.26%
 Here are the results for [model_fp16.onnx](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0/blob/main/onnx/model_fp16.onnx) vs [model_uint8.onnx](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0/blob/main/onnx/model_uint8.onnx):
 
 ```
-Stats for top 10 query results across entire token range:
-exact    : 20.54%
-off by 1 : 13.79%
-off by 2 : 8.55%
-off by 3 : 6.37%
-off by 4 : 4.87%
-off by 5+: 31.53%
-missing  : 14.34%
-
-Stats for top 20 query results across entire token range:
-exact    : 11.58%
-off by 1 : 9.46%
-off by 2 : 6.76%
-off by 3 : 5.58%
-off by 4 : 4.70%
-off by 5+: 38.80%
-missing  : 23.12%
-
-Stats for top 50 query results across entire token range:
-exact    : 5.34%
-off by 1 : 5.18%
-off by 2 : 4.09%
-off by 3 : 3.60%
-off by 4 : 3.22%
-off by 5+: 36.17%
-missing  : 42.38%
+rechecking ...
 ```
 
 Here are the results for [model.onnx](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0/blob/main/onnx/model.onnx) vs [model_fp16.onnx](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0/blob/main/onnx/model_fp16.onnx):
 
 ```
-Stats for top 10 query results across entire token range:
-exact    : 18.12%
-off by 1 : 11.80%
-off by 2 : 7.41%
-off by 3 : 5.65%
-off by 4 : 4.45%
-off by 5+: 32.29%
-missing  : 20.28%
+tats for top 10 query results across entire token range:
+exact    : 86.65%
+off by 1 : 12.45%
+off by 2 : 0.44%
+off by 3 : 0.06%
+off by 4 : 0.01%
+off by 5+: 0.01%
+missing  : 0.38%
 
 Stats for top 20 query results across entire token range:
-exact    : 10.08%
-off by 1 : 7.93%
-off by 2 : 5.70%
-off by 3 : 4.77%
-off by 4 : 4.11%
-off by 5+: 37.46%
-missing  : 29.96%
+exact    : 83.34%
+off by 1 : 14.81%
+off by 2 : 1.11%
+off by 3 : 0.20%
+off by 4 : 0.05%
+off by 5+: 0.03%
+missing  : 0.47%
 
 Stats for top 50 query results across entire token range:
-exact    : 4.59%
-off by 1 : 4.28%
-off by 2 : 3.39%
-off by 3 : 3.00%
-off by 4 : 2.73%
-off by 5+: 33.45%
-missing  : 48.58%
+exact    : 75.57%
+off by 1 : 19.34%
+off by 2 : 3.08%
+off by 3 : 0.85%
+off by 4 : 0.28%
+off by 5+: 0.19%
+missing  : 0.69%
 ```
 # Example inference code