diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskBatchTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskBatchTranslator.java
index 9a4ccba42b5..ee4e9cf9601 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskBatchTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskBatchTranslator.java
@@ -29,13 +29,19 @@ public class FillMaskBatchTranslator implements NoBatchifyTranslator<String[], C
     private String maskToken;
     private long maskTokenId;
     private int topK;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
 
     FillMaskBatchTranslator(
-            HuggingFaceTokenizer tokenizer, String maskToken, int topK, Batchifier batchifier) {
+            HuggingFaceTokenizer tokenizer,
+            String maskToken,
+            int topK,
+            boolean includeTokenTypes,
+            Batchifier batchifier) {
         this.tokenizer = tokenizer;
         this.maskToken = maskToken;
         this.topK = topK;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
         Encoding encoding = tokenizer.encode(maskToken, false, false);
         maskTokenId = encoding.getIds()[0];
@@ -52,7 +58,7 @@ public NDList processInput(TranslatorContext ctx, String[] inputs) throws Transl
         for (int i = 0; i < encodings.length; ++i) {
             long[] indices = encodings[i].getIds();
             maskIndices[i] = FillMaskTranslator.getMaskIndex(indices, maskToken, maskTokenId);
-            batch[i] = encodings[i].toNDList(manager, false);
+            batch[i] = encodings[i].toNDList(manager, includeTokenTypes);
         }
         return batchifier.batchify(batch);
     }
diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskTranslator.java
index 6401b4d0a9f..87c81981631 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/FillMaskTranslator.java
@@ -36,13 +36,19 @@ public class FillMaskTranslator implements Translator<String, Classifications> {
     private String maskToken;
     private long maskTokenId;
     private int topK;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
 
     FillMaskTranslator(
-            HuggingFaceTokenizer tokenizer, String maskToken, int topK, Batchifier batchifier) {
+            HuggingFaceTokenizer tokenizer,
+            String maskToken,
+            int topK,
+            boolean includeTokenTypes,
+            Batchifier batchifier) {
         this.tokenizer = tokenizer;
         this.maskToken = maskToken;
         this.topK = topK;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
         Encoding encoding = tokenizer.encode(maskToken, false, false);
         maskTokenId = encoding.getIds()[0];
@@ -61,7 +67,7 @@ public NDList processInput(TranslatorContext ctx, String input) throws Translate
         long[] indices = encoding.getIds();
         int maskIndex = getMaskIndex(indices, maskToken, maskTokenId);
         ctx.setAttachment("maskIndex", maskIndex);
-        return encoding.toNDList(ctx.getNDManager(), false);
+        return encoding.toNDList(ctx.getNDManager(), includeTokenTypes);
     }
 
     /** {@inheritDoc} */
@@ -75,7 +81,8 @@ public Classifications processOutput(TranslatorContext ctx, NDList list) {
     @Override
     public FillMaskBatchTranslator toBatchTranslator(Batchifier batchifier) {
         tokenizer.enableBatch();
-        return new FillMaskBatchTranslator(tokenizer, maskToken, topK, batchifier);
+        return new FillMaskBatchTranslator(
+                tokenizer, maskToken, topK, includeTokenTypes, batchifier);
     }
 
     static int getMaskIndex(long[] indices, String maskToken, long maskTokenId)
@@ -139,6 +146,7 @@ public static final class Builder {
         private HuggingFaceTokenizer tokenizer;
         private String maskedToken = "[MASK]";
         private int topK = 5;
+        private boolean includeTokenTypes;
         private Batchifier batchifier = Batchifier.STACK;
 
         Builder(HuggingFaceTokenizer tokenizer) {
@@ -167,6 +175,17 @@ public Builder optTopK(int topK) {
             return this;
         }
 
+        /**
+         * Sets if include token types for the {@link Translator}.
+         *
+         * @param includeTokenTypes true to include token types
+         * @return this builder
+         */
+        public Builder optIncludeTokenTypes(boolean includeTokenTypes) {
+            this.includeTokenTypes = includeTokenTypes;
+            return this;
+        }
+
         /**
          * Sets the {@link Batchifier} for the {@link Translator}.
          *
@@ -186,6 +205,7 @@ public Builder optBatchifier(Batchifier batchifier) {
         public void configure(Map<String, ?> arguments) {
             optMaskToken(ArgumentsUtil.stringValue(arguments, "maskToken", "[MASK]"));
             optTopK(ArgumentsUtil.intValue(arguments, "topK", 5));
+            optIncludeTokenTypes(ArgumentsUtil.booleanValue(arguments, "includeTokenTypes"));
             String batchifierStr = ArgumentsUtil.stringValue(arguments, "batchifier", "stack");
             optBatchifier(Batchifier.fromString(batchifierStr));
         }
@@ -197,7 +217,8 @@ public void configure(Map<String, ?> arguments) {
          * @throws IOException if I/O error occurs
          */
         public FillMaskTranslator build() throws IOException {
-            return new FillMaskTranslator(tokenizer, maskedToken, topK, batchifier);
+            return new FillMaskTranslator(
+                    tokenizer, maskedToken, topK, includeTokenTypes, batchifier);
         }
     }
 }
diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationBatchTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationBatchTranslator.java
index 6c9beda2531..72be9a8aa9a 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationBatchTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationBatchTranslator.java
@@ -32,11 +32,14 @@ public class TextClassificationBatchTranslator
         implements NoBatchifyTranslator<String[], Classifications[]> {
 
     private HuggingFaceTokenizer tokenizer;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
     private PretrainedConfig config;
 
-    TextClassificationBatchTranslator(HuggingFaceTokenizer tokenizer, Batchifier batchifier) {
+    TextClassificationBatchTranslator(
+            HuggingFaceTokenizer tokenizer, boolean includeTokenTypes, Batchifier batchifier) {
         this.tokenizer = tokenizer;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
     }
 
@@ -56,7 +59,7 @@ public NDList processInput(TranslatorContext ctx, String[] inputs) {
         Encoding[] encodings = tokenizer.batchEncode(inputs);
         NDList[] batch = new NDList[encodings.length];
         for (int i = 0; i < encodings.length; ++i) {
-            batch[i] = encodings[i].toNDList(manager, false);
+            batch[i] = encodings[i].toNDList(manager, includeTokenTypes);
         }
         return batchifier.batchify(batch);
     }
diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationTranslator.java
index d624b69d700..defa0f90b2f 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TextClassificationTranslator.java
@@ -35,11 +35,14 @@
 public class TextClassificationTranslator implements Translator<String, Classifications> {
 
     private HuggingFaceTokenizer tokenizer;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
     private PretrainedConfig config;
 
-    TextClassificationTranslator(HuggingFaceTokenizer tokenizer, Batchifier batchifier) {
+    TextClassificationTranslator(
+            HuggingFaceTokenizer tokenizer, boolean includeTokenTypes, Batchifier batchifier) {
         this.tokenizer = tokenizer;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
     }
 
@@ -63,7 +66,7 @@ public void prepare(TranslatorContext ctx) throws IOException {
     @Override
     public NDList processInput(TranslatorContext ctx, String input) {
         Encoding encoding = tokenizer.encode(input);
-        return encoding.toNDList(ctx.getNDManager(), false);
+        return encoding.toNDList(ctx.getNDManager(), includeTokenTypes);
     }
 
     /** {@inheritDoc} */
@@ -76,7 +79,7 @@ public Classifications processOutput(TranslatorContext ctx, NDList list) {
     @Override
     public TextClassificationBatchTranslator toBatchTranslator(Batchifier batchifier) {
         tokenizer.enableBatch();
-        return new TextClassificationBatchTranslator(tokenizer, batchifier);
+        return new TextClassificationBatchTranslator(tokenizer, includeTokenTypes, batchifier);
     }
 
     static Classifications toClassifications(PretrainedConfig config, NDList list) {
@@ -127,12 +130,24 @@ public static Builder builder(HuggingFaceTokenizer tokenizer, Map<String, ?> arg
     public static final class Builder {
 
         private HuggingFaceTokenizer tokenizer;
+        private boolean includeTokenTypes;
         private Batchifier batchifier = Batchifier.STACK;
 
         Builder(HuggingFaceTokenizer tokenizer) {
             this.tokenizer = tokenizer;
         }
 
+        /**
+         * Sets if include token types for the {@link Translator}.
+         *
+         * @param includeTokenTypes true to include token types
+         * @return this builder
+         */
+        public Builder optIncludeTokenTypes(boolean includeTokenTypes) {
+            this.includeTokenTypes = includeTokenTypes;
+            return this;
+        }
+
         /**
          * Sets the {@link Batchifier} for the {@link Translator}.
          *
@@ -150,6 +165,7 @@ public Builder optBatchifier(Batchifier batchifier) {
          * @param arguments the model arguments
          */
         public void configure(Map<String, ?> arguments) {
+            optIncludeTokenTypes(ArgumentsUtil.booleanValue(arguments, "includeTokenTypes"));
             String batchifierStr = ArgumentsUtil.stringValue(arguments, "batchifier", "stack");
             optBatchifier(Batchifier.fromString(batchifierStr));
         }
@@ -161,7 +177,7 @@ public void configure(Map<String, ?> arguments) {
          * @throws IOException if I/O error occurs
          */
         public TextClassificationTranslator build() throws IOException {
-            return new TextClassificationTranslator(tokenizer, batchifier);
+            return new TextClassificationTranslator(tokenizer, includeTokenTypes, batchifier);
         }
     }
 }
diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationBatchTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationBatchTranslator.java
index 2ae45438ccd..b3b4ac0d3db 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationBatchTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationBatchTranslator.java
@@ -32,11 +32,14 @@ public class TokenClassificationBatchTranslator
         implements NoBatchifyTranslator<String[], NamedEntity[][]> {
 
     private HuggingFaceTokenizer tokenizer;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
     private PretrainedConfig config;
 
-    TokenClassificationBatchTranslator(HuggingFaceTokenizer tokenizer, Batchifier batchifier) {
+    TokenClassificationBatchTranslator(
+            HuggingFaceTokenizer tokenizer, boolean includeTokenTypes, Batchifier batchifier) {
         this.tokenizer = tokenizer;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
     }
 
@@ -58,7 +61,7 @@ public NDList processInput(TranslatorContext ctx, String[] inputs) {
         ctx.setAttachment("encodings", encodings);
         NDList[] batch = new NDList[encodings.length];
         for (int i = 0; i < encodings.length; ++i) {
-            batch[i] = encodings[i].toNDList(manager, false);
+            batch[i] = encodings[i].toNDList(manager, includeTokenTypes);
         }
         return batchifier.batchify(batch);
     }
diff --git a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationTranslator.java b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationTranslator.java
index b1106c244a6..5e846be147b 100644
--- a/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationTranslator.java
+++ b/extensions/tokenizers/src/main/java/ai/djl/huggingface/translator/TokenClassificationTranslator.java
@@ -36,11 +36,14 @@
 public class TokenClassificationTranslator implements Translator<String, NamedEntity[]> {
 
     private HuggingFaceTokenizer tokenizer;
+    private boolean includeTokenTypes;
     private Batchifier batchifier;
     private PretrainedConfig config;
 
-    TokenClassificationTranslator(HuggingFaceTokenizer tokenizer, Batchifier batchifier) {
+    TokenClassificationTranslator(
+            HuggingFaceTokenizer tokenizer, boolean includeTokenTypes, Batchifier batchifier) {
         this.tokenizer = tokenizer;
+        this.includeTokenTypes = includeTokenTypes;
         this.batchifier = batchifier;
     }
 
@@ -65,7 +68,7 @@ public void prepare(TranslatorContext ctx) throws IOException {
     public NDList processInput(TranslatorContext ctx, String input) {
         Encoding encoding = tokenizer.encode(input);
         ctx.setAttachment("encoding", encoding);
-        return encoding.toNDList(ctx.getNDManager(), false);
+        return encoding.toNDList(ctx.getNDManager(), includeTokenTypes);
     }
 
     /** {@inheritDoc} */
@@ -79,7 +82,7 @@ public NamedEntity[] processOutput(TranslatorContext ctx, NDList list) {
     @Override
     public TokenClassificationBatchTranslator toBatchTranslator(Batchifier batchifier) {
         tokenizer.enableBatch();
-        return new TokenClassificationBatchTranslator(tokenizer, batchifier);
+        return new TokenClassificationBatchTranslator(tokenizer, includeTokenTypes, batchifier);
     }
 
     /**
@@ -139,12 +142,24 @@ static NamedEntity[] toNamedEntities(Encoding encoding, NDList list, PretrainedC
     public static final class Builder {
 
         private HuggingFaceTokenizer tokenizer;
+        private boolean includeTokenTypes;
         private Batchifier batchifier = Batchifier.STACK;
 
         Builder(HuggingFaceTokenizer tokenizer) {
             this.tokenizer = tokenizer;
         }
 
+        /**
+         * Sets if include token types for the {@link Translator}.
+         *
+         * @param includeTokenTypes true to include token types
+         * @return this builder
+         */
+        public Builder optIncludeTokenTypes(boolean includeTokenTypes) {
+            this.includeTokenTypes = includeTokenTypes;
+            return this;
+        }
+
         /**
          * Sets the {@link Batchifier} for the {@link Translator}.
          *
@@ -162,6 +177,7 @@ public Builder optBatchifier(Batchifier batchifier) {
          * @param arguments the model arguments
          */
         public void configure(Map<String, ?> arguments) {
+            optIncludeTokenTypes(ArgumentsUtil.booleanValue(arguments, "includeTokenTypes"));
             String batchifierStr = ArgumentsUtil.stringValue(arguments, "batchifier", "stack");
             optBatchifier(Batchifier.fromString(batchifierStr));
         }
@@ -173,7 +189,7 @@ public void configure(Map<String, ?> arguments) {
          * @throws IOException if I/O error occurs
          */
         public TokenClassificationTranslator build() throws IOException {
-            return new TokenClassificationTranslator(tokenizer, batchifier);
+            return new TokenClassificationTranslator(tokenizer, includeTokenTypes, batchifier);
         }
     }
 }