Merge branch 'master' of https://github.com/facebookresearch/faiss

README.md

@@ -26,8 +26,8 @@ Faiss is built around an index type that stores a set of vectors, and provides a
 
 ## Full documentation of Faiss
 
-The full documentation, including a tutorial can be found in the [wiki page](http://github.com/facebookresearch/faiss/wiki).
-See the [doxygen documentation](http://rawgithub.com/facebookresearch/faiss/blob/master/docs/html/index.html) for per-class information.
+The full documentation, including a tutorial can be found in the [wiki page](http://github.com/facebookresearch/faiss/wiki). See the [doxygen documentation](http://rawgithub.com/facebookresearch/faiss/blob/master/docs/html/index.html) for per-class information. To reproduce results from research papers, refer to the [benchmarks README](benchs/README.md).
+
 
 ## Join the Faiss community
 

benchs/README.md

@@ -24,7 +24,7 @@ and
 }
 ```
 
-Note that the numbers (especially timings) change slightly due to improvements in the implementation, different machines, etc.
+Note that the numbers (especially timings) change slightly due to changes in the implementation, different machines, etc.
 
 The scripts are self-contained. They depend only on Faiss and external training data that should be stored in sub-directories.