diff --git a/BUILD-INSTRUCTIONS.txt b/BUILD-INSTRUCTIONS.txt
index 8000e072aa..0cbdfa4cc4 100644
--- a/BUILD-INSTRUCTIONS.txt
+++ b/BUILD-INSTRUCTIONS.txt
@@ -23,13 +23,6 @@ the training and tuning SCRIPTS contained in scripts/ must be built
 and installed separately.  Also, they may require modification to
 work in certain environments.
 
-Versions 1.9 (or higher) of aclocal and automake are required.
-
-For Mac OSX users:
-Standard distribution usually includes versions 1.6.
-Get correct versions, and set the environment variables ACLOCAL and 
-AUTOMAKE to the correct paths in ./regenerate-makefiles.sh.
-
 --------------------------------------------------------------------------
 
 1) Instructions for building with SRILM
@@ -38,40 +31,25 @@ Build SRILM according to their release instructions.  Make sure that
 you DO NOT override the MACHINE_TYPE variable on the command line when
 you do so, as this can lead to problems locating the library.
 
- ./regenerate-makefiles.sh
- ./configure [--with-srilm=/path/to/srilm] [--with-irstlm=/path/to/irstlm]
-
-The resulting decoder binary will be moses-cmd/src/moses .
+ ./bjam [--with-srilm=/path/to/srilm]
 
 --------------------------------------------------------------------------
 
 2) Instructions for building with IRSTLM
 
-Build IRSTLM according to its release instructions.  Make sure that
-you DO NOT override the MACHINE_TYPE variable on the command line when
-you do so, as this can lead to problems locating the library.
-
- ./regenerate-makefiles.sh
- ./configure [--with-srilm=/path/to/srilm] [--with-irstlm=/path/to/irstlm]
+Build IRSTLM according to its release instructions.  
 
-The resulting decoder binary will be moses-cmd/src/moses .
+ ./bjam [--with-irstlm=/path/to/irstlm]
 
 --------------------------------------------------------------------------
 
 3) Instructions for building with Ken's LM
 
- ./regenerate-makefiles.sh
- ./configure
-
-The resulting decoder binary will be moses-cmd/src/moses .
-Use language model 8 in your moses.ini:
-[lmodel-file]
-8 0 2 /path/to/lm.arpa
+ ./bjam
 
 --------------------------------------------------------------------------
 
 
-
 ALTERNATIVE WAYS TO BUILD ON UNIX AND OTHER PLATFORMS
 
 Microsoft Windows