diff --git a/wasm/bindings/service_bindings.cpp b/wasm/bindings/service_bindings.cpp
index 8e4fe4d14..d56615dc6 100644
--- a/wasm/bindings/service_bindings.cpp
+++ b/wasm/bindings/service_bindings.cpp
@@ -45,11 +45,15 @@ std::vector<std::shared_ptr<AlignedMemory>> prepareVocabsSmartMemories(std::vect
 }
 
 MemoryBundle prepareMemoryBundle(AlignedMemory* modelMemory, AlignedMemory* shortlistMemory,
-                                 std::vector<AlignedMemory*> uniqueVocabsMemories) {
+                                 std::vector<AlignedMemory*> uniqueVocabsMemories,
+                                 AlignedMemory* qualityEstimatorMemory) {
   MemoryBundle memoryBundle;
   memoryBundle.model = std::move(*modelMemory);
   memoryBundle.shortlist = std::move(*shortlistMemory);
   memoryBundle.vocabs = std::move(prepareVocabsSmartMemories(uniqueVocabsMemories));
+  if (qualityEstimatorMemory != nullptr) {
+    memoryBundle.qualityEstimatorMemory = std::move(*qualityEstimatorMemory);
+  }
 
   return memoryBundle;
 }
@@ -57,9 +61,9 @@ MemoryBundle prepareMemoryBundle(AlignedMemory* modelMemory, AlignedMemory* shor
 // This allows only shared_ptrs to be operational in JavaScript, according to emscripten.
 // https://emscripten.org/docs/porting/connecting_cpp_and_javascript/embind.html#smart-pointers
 std::shared_ptr<TranslationModel> TranslationModelFactory(const std::string& config, AlignedMemory* model,
-                                                          AlignedMemory* shortlist,
-                                                          std::vector<AlignedMemory*> vocabs) {
-  MemoryBundle memoryBundle = prepareMemoryBundle(model, shortlist, vocabs);
+                                                          AlignedMemory* shortlist, std::vector<AlignedMemory*> vocabs,
+                                                          AlignedMemory* qualityEstimator) {
+  MemoryBundle memoryBundle = prepareMemoryBundle(model, shortlist, vocabs, qualityEstimator);
   return std::make_shared<TranslationModel>(config, std::move(memoryBundle));
 }
 
diff --git a/wasm/test_page/js/worker.js b/wasm/test_page/js/worker.js
index fcbb37aa2..3327d8a3a 100644
--- a/wasm/test_page/js/worker.js
+++ b/wasm/test_page/js/worker.js
@@ -12,6 +12,14 @@ const MODEL_REGISTRY = "../models/registry.json";
 const MODEL_ROOT_URL = "../models/";
 const PIVOT_LANGUAGE = 'en';
 
+// Information corresponding to each file type
+const fileInfo = [
+  {"type": "model", "alignment": 256},
+  {"type": "lex", "alignment": 64},
+  {"type": "vocab", "alignment": 64},
+  {"type": "qualityModel", "alignment": 64}
+];
+
 const encoder = new TextEncoder(); // string to utf-8 converter
 const decoder = new TextDecoder(); // utf-8 to string converter
 
@@ -169,12 +177,17 @@ const _downloadAsArrayBuffer = async(url) => {
 // Constructs and initializes the AlignedMemory from the array buffer and alignment size
 const _prepareAlignedMemoryFromBuffer = async (buffer, alignmentSize) => {
   var byteArray = new Int8Array(buffer);
-  log(`Constructing Aligned memory. Size: ${byteArray.byteLength} bytes, Alignment: ${alignmentSize}`);
   var alignedMemory = new Module.AlignedMemory(byteArray.byteLength, alignmentSize);
-  log(`Aligned memory construction done`);
   const alignedByteArrayView = alignedMemory.getByteArrayView();
   alignedByteArrayView.set(byteArray);
-  log(`Aligned memory initialized`);
+  return alignedMemory;
+}
+
+async function prepareAlignedMemory(file, languagePair) {
+  const fileName = `${MODEL_ROOT_URL}/${languagePair}/${modelRegistry[languagePair][file.type].name}`;
+  const buffer = await _downloadAsArrayBuffer(fileName);
+  const alignedMemory = await _prepareAlignedMemoryFromBuffer(buffer, file.alignment);
+  log(`"${file.type}" aligned memory prepared. Size:${alignedMemory.size()} bytes, alignment:${file.alignment}`);
   return alignedMemory;
 }
 
@@ -201,45 +214,26 @@ gemm-precision: int8shiftAlphaAll
 alignment: soft
 `;
 
-  const modelFile = `${MODEL_ROOT_URL}/${languagePair}/${modelRegistry[languagePair]["model"].name}`;
-  const shortlistFile = `${MODEL_ROOT_URL}/${languagePair}/${modelRegistry[languagePair]["lex"].name}`;
-  const vocabFiles = [`${MODEL_ROOT_URL}/${languagePair}/${modelRegistry[languagePair]["vocab"].name}`,
-                      `${MODEL_ROOT_URL}/${languagePair}/${modelRegistry[languagePair]["vocab"].name}`];
-
-  const uniqueVocabFiles = new Set(vocabFiles);
-  log(`modelFile: ${modelFile}\nshortlistFile: ${shortlistFile}\nNo. of unique vocabs: ${uniqueVocabFiles.size}`);
-  uniqueVocabFiles.forEach(item => log(`unique vocabFile: ${item}`));
+  const promises = [];
+  fileInfo.filter(file => modelRegistry[languagePair].hasOwnProperty(file.type))
+  .map((file) => {
+      promises.push(prepareAlignedMemory(file, languagePair));
+  });
 
-  // Download the files as buffers from the given urls
-  let start = Date.now();
-  const downloadedBuffers = await Promise.all([_downloadAsArrayBuffer(modelFile), _downloadAsArrayBuffer(shortlistFile)]);
-  const modelBuffer = downloadedBuffers[0];
-  const shortListBuffer = downloadedBuffers[1];
+  const alignedMemories = await Promise.all(promises);
 
-  const downloadedVocabBuffers = [];
-  for (let item of uniqueVocabFiles.values()) {
-    downloadedVocabBuffers.push(await _downloadAsArrayBuffer(item));
-  }
-  log(`Total Download time for all files of '${languagePair}': ${(Date.now() - start) / 1000} secs`);
-
-  // Construct AlignedMemory objects with downloaded buffers
-  let constructedAlignedMemories = await Promise.all([_prepareAlignedMemoryFromBuffer(modelBuffer, 256),
-                                                      _prepareAlignedMemoryFromBuffer(shortListBuffer, 64)]);
-  let alignedModelMemory = constructedAlignedMemories[0];
-  let alignedShortlistMemory = constructedAlignedMemories[1];
-  let alignedVocabsMemoryList = new Module.AlignedMemoryList;
-  for(let item of downloadedVocabBuffers) {
-    let alignedMemory = await _prepareAlignedMemoryFromBuffer(item, 64);
-    alignedVocabsMemoryList.push_back(alignedMemory);
+  log(`Translation Model config: ${modelConfig}`);
+  log(`Aligned memory sizes: Model:${alignedMemories[0].size()} Shortlist:${alignedMemories[1].size()} Vocab:${alignedMemories[2].size()}`);
+  const alignedVocabMemoryList = new Module.AlignedMemoryList();
+  alignedVocabMemoryList.push_back(alignedMemories[2]);
+  let translationModel;
+  if (alignedMemories.length === fileInfo.length) {
+    log(`QE:${alignedMemories[3].size()}`);
+    translationModel = new Module.TranslationModel(modelConfig, alignedMemories[0], alignedMemories[1], alignedVocabMemoryList, alignedMemories[3]);
   }
-  for (let vocabs=0; vocabs < alignedVocabsMemoryList.size(); vocabs++) {
-    log(`Aligned vocab memory${vocabs+1} size: ${alignedVocabsMemoryList.get(vocabs).size()}`);
+  else {
+    translationModel = new Module.TranslationModel(modelConfig, alignedMemories[0], alignedMemories[1], alignedVocabMemoryList, null);
   }
-  log(`Aligned model memory size: ${alignedModelMemory.size()}`);
-  log(`Aligned shortlist memory size: ${alignedShortlistMemory.size()}`);
-
-  log(`Translation Model config: ${modelConfig}`);
-  var translationModel = new Module.TranslationModel(modelConfig, alignedModelMemory, alignedShortlistMemory, alignedVocabsMemoryList);
   languagePairToTranslationModels.set(languagePair, translationModel);
 }