diff --git a/bindings/node/index.d.ts b/bindings/node/index.d.ts
index 5e9831978..1252a2623 100644
--- a/bindings/node/index.d.ts
+++ b/bindings/node/index.d.ts
@@ -11,7 +11,11 @@ export function ctcDecoder(
   cleanup?: boolean | undefined | null,
 ): Decoder
 export function fuseDecoder(): Decoder
-export function metaspaceDecoder(replacement?: string = '▁', addPrefixSpace?: bool = true): Decoder
+export function metaspaceDecoder(
+  replacement?: string = '▁',
+  prependScheme?: prepend_scheme = 'always',
+  split?: split = true,
+): Decoder
 export function replaceDecoder(pattern: string, content: string): Decoder
 export function sequenceDecoder(decoders: Array<Decoder>): Decoder
 export function stripDecoder(content: string, left: number, right: number): Decoder
@@ -89,7 +93,11 @@ export function byteLevelAlphabet(): Array<string>
 export function whitespacePreTokenizer(): PreTokenizer
 export function whitespaceSplitPreTokenizer(): PreTokenizer
 export function bertPreTokenizer(): PreTokenizer
-export function metaspacePreTokenizer(replacement?: string = '▁', addPrefixSpace?: bool = true): PreTokenizer
+export function metaspacePreTokenizer(
+  replacement?: string = '▁',
+  prependScheme?: prepend_scheme = 'always',
+  split?: split = true,
+): PreTokenizer
 export function splitPreTokenizer(pattern: string, behavior: string, invert?: boolean | undefined | null): PreTokenizer
 export function punctuationPreTokenizer(behavior?: string | undefined | null): PreTokenizer
 export function sequencePreTokenizer(preTokenizers: Array<PreTokenizer>): PreTokenizer
diff --git a/bindings/node/index.js b/bindings/node/index.js
index 5af833cf2..8832d9c04 100644
--- a/bindings/node/index.js
+++ b/bindings/node/index.js
@@ -219,6 +219,43 @@ switch (platform) {
           loadError = e
         }
         break
+      case 'riscv64':
+        if (isMusl()) {
+          localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-riscv64-musl.node'))
+          try {
+            if (localFileExisted) {
+              nativeBinding = require('./tokenizers.linux-riscv64-musl.node')
+            } else {
+              nativeBinding = require('tokenizers-linux-riscv64-musl')
+            }
+          } catch (e) {
+            loadError = e
+          }
+        } else {
+          localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-riscv64-gnu.node'))
+          try {
+            if (localFileExisted) {
+              nativeBinding = require('./tokenizers.linux-riscv64-gnu.node')
+            } else {
+              nativeBinding = require('tokenizers-linux-riscv64-gnu')
+            }
+          } catch (e) {
+            loadError = e
+          }
+        }
+        break
+      case 's390x':
+        localFileExisted = existsSync(join(__dirname, 'tokenizers.linux-s390x-gnu.node'))
+        try {
+          if (localFileExisted) {
+            nativeBinding = require('./tokenizers.linux-s390x-gnu.node')
+          } else {
+            nativeBinding = require('tokenizers-linux-s390x-gnu')
+          }
+        } catch (e) {
+          loadError = e
+        }
+        break
       default:
         throw new Error(`Unsupported architecture on Linux: ${arch}`)
     }
diff --git a/bindings/node/package.json b/bindings/node/package.json
index cda4c4978..ed2e97fe0 100644
--- a/bindings/node/package.json
+++ b/bindings/node/package.json
@@ -1,6 +1,6 @@
 {
   "name": "tokenizers",
-  "version": "0.14.0-dev0",
+  "version": "0.15.3-dev0",
   "repository": {
     "type": "git",
     "url": "git+https://github.com/huggingface/tokenizers.git"
diff --git a/bindings/node/src/decoders.rs b/bindings/node/src/decoders.rs
index ca7c9357c..51123887d 100644
--- a/bindings/node/src/decoders.rs
+++ b/bindings/node/src/decoders.rs
@@ -90,9 +90,11 @@ pub fn fuse_decoder() -> Decoder {
 #[napi]
 pub fn metaspace_decoder(
   #[napi(ts_arg_type = "string = '▁'")] replacement: Option<String>,
-  #[napi(ts_arg_type = "bool = true")] add_prefix_space: Option<bool>,
+  #[napi(ts_arg_type = "prepend_scheme = 'always'")] prepend_scheme: Option<String>,
+  #[napi(ts_arg_type = "split = true")] split: Option<bool>,
 ) -> Result<Decoder> {
-  let add_prefix_space = add_prefix_space.unwrap_or(true);
+  use tk::pre_tokenizers::metaspace::PrependScheme;
+  let split = split.unwrap_or(true);
   let replacement = replacement.unwrap_or("▁".to_string());
   if replacement.chars().count() != 1 {
     return Err(Error::from_reason(
@@ -100,9 +102,20 @@ pub fn metaspace_decoder(
     ));
   }
   let replacement = replacement.chars().next().unwrap();
+  let prepend_scheme: PrependScheme =
+    match prepend_scheme.unwrap_or(String::from("always")).as_str() {
+      "always" => PrependScheme::Always,
+      "first" => PrependScheme::First,
+      "never" => PrependScheme::Never,
+      _ => {
+        return Err(Error::from_reason(
+          "prepend_scheme is supposed to be either 'always', 'first' or 'never'",
+        ));
+      }
+    };
   Ok(Decoder {
     decoder: Some(Arc::new(RwLock::new(
-      tk::decoders::metaspace::Metaspace::new(replacement, add_prefix_space).into(),
+      tk::decoders::metaspace::Metaspace::new(replacement, prepend_scheme, split).into(),
     ))),
   })
 }
diff --git a/bindings/node/src/pre_tokenizers.rs b/bindings/node/src/pre_tokenizers.rs
index 16e62f9b3..b3da46dbf 100644
--- a/bindings/node/src/pre_tokenizers.rs
+++ b/bindings/node/src/pre_tokenizers.rs
@@ -155,9 +155,11 @@ pub fn bert_pre_tokenizer() -> PreTokenizer {
 #[napi]
 pub fn metaspace_pre_tokenizer(
   #[napi(ts_arg_type = "string = '▁'")] replacement: Option<String>,
-  #[napi(ts_arg_type = "bool = true")] add_prefix_space: Option<bool>,
+  #[napi(ts_arg_type = "prepend_scheme = 'always'")] prepend_scheme: Option<String>,
+  #[napi(ts_arg_type = "split = true")] split: Option<bool>,
 ) -> Result<PreTokenizer> {
-  let add_prefix_space = add_prefix_space.unwrap_or(true);
+  use tk::pre_tokenizers::metaspace::PrependScheme;
+  let split = split.unwrap_or(true);
   let replacement = replacement.unwrap_or("▁".to_string());
   if replacement.chars().count() != 1 {
     return Err(Error::from_reason(
@@ -165,10 +167,21 @@ pub fn metaspace_pre_tokenizer(
     ));
   }
   let replacement = replacement.chars().next().unwrap();
+  let prepend_scheme: PrependScheme =
+    match prepend_scheme.unwrap_or(String::from("always")).as_str() {
+      "always" => PrependScheme::Always,
+      "first" => PrependScheme::First,
+      "never" => PrependScheme::Never,
+      _ => {
+        return Err(Error::from_reason(
+          "prepend_scheme is supposed to be either 'always', 'first' or 'never'",
+        ));
+      }
+    };
 
   Ok(PreTokenizer {
     pretok: Some(Arc::new(RwLock::new(
-      tk::pre_tokenizers::metaspace::Metaspace::new(replacement, add_prefix_space).into(),
+      tk::pre_tokenizers::metaspace::Metaspace::new(replacement, prepend_scheme, split).into(),
     ))),
   })
 }
diff --git a/bindings/node/yarn.lock b/bindings/node/yarn.lock
index 61fa31444..cef67bdc7 100644
--- a/bindings/node/yarn.lock
+++ b/bindings/node/yarn.lock
@@ -13,12 +13,12 @@ __metadata:
   linkType: hard
 
 "@ampproject/remapping@npm:^2.2.0":
-  version: 2.2.1
-  resolution: "@ampproject/remapping@npm:2.2.1"
+  version: 2.3.0
+  resolution: "@ampproject/remapping@npm:2.3.0"
   dependencies:
-    "@jridgewell/gen-mapping": ^0.3.0
-    "@jridgewell/trace-mapping": ^0.3.9
-  checksum: 03c04fd526acc64a1f4df22651186f3e5ef0a9d6d6530ce4482ec9841269cf7a11dbb8af79237c282d721c5312024ff17529cd72cc4768c11e999b58e2302079
+    "@jridgewell/gen-mapping": ^0.3.5
+    "@jridgewell/trace-mapping": ^0.3.24
+  checksum: d3ad7b89d973df059c4e8e6d7c972cbeb1bb2f18f002a3bd04ae0707da214cb06cc06929b65aa2313b9347463df2914772298bae8b1d7973f246bb3f2ab3e8f0
   languageName: node
   linkType: hard
 
@@ -66,90 +66,68 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.22.10, @babel/code-frame@npm:^7.22.5":
-  version: 7.22.10
-  resolution: "@babel/code-frame@npm:7.22.10"
-  dependencies:
-    "@babel/highlight": ^7.22.10
-    chalk: ^2.4.2
-  checksum: 89a06534ad19759da6203a71bad120b1d7b2ddc016c8e07d4c56b35dea25e7396c6da60a754e8532a86733092b131ae7f661dbe6ba5d165ea777555daa2ed3c9
-  languageName: node
-  linkType: hard
-
-"@babel/code-frame@npm:^7.22.13":
-  version: 7.22.13
-  resolution: "@babel/code-frame@npm:7.22.13"
+"@babel/code-frame@npm:^7.0.0, @babel/code-frame@npm:^7.12.13, @babel/code-frame@npm:^7.23.5, @babel/code-frame@npm:^7.24.1, @babel/code-frame@npm:^7.24.2":
+  version: 7.24.2
+  resolution: "@babel/code-frame@npm:7.24.2"
   dependencies:
-    "@babel/highlight": ^7.22.13
-    chalk: ^2.4.2
-  checksum: 22e342c8077c8b77eeb11f554ecca2ba14153f707b85294fcf6070b6f6150aae88a7b7436dd88d8c9289970585f3fe5b9b941c5aa3aa26a6d5a8ef3f292da058
+    "@babel/highlight": ^7.24.2
+    picocolors: ^1.0.0
+  checksum: 70e867340cfe09ca5488b2f36372c45cabf43c79a5b6426e6df5ef0611ff5dfa75a57dda841895693de6008f32c21a7c97027a8c7bcabd63a7d17416cbead6f8
   languageName: node
   linkType: hard
 
-"@babel/compat-data@npm:^7.22.9":
-  version: 7.22.9
-  resolution: "@babel/compat-data@npm:7.22.9"
-  checksum: bed77d9044ce948b4327b30dd0de0779fa9f3a7ed1f2d31638714ed00229fa71fc4d1617ae0eb1fad419338d3658d0e9a5a083297451e09e73e078d0347ff808
+"@babel/compat-data@npm:^7.23.5":
+  version: 7.24.1
+  resolution: "@babel/compat-data@npm:7.24.1"
+  checksum: e14e94b00c3ac57bba929a87da8edb6c6a99d0051c54bf49591a5481440dd4d3ac7b4e4a93b81b54e45c2bca55e538aa1e1ad8281b083440a1598bfa8c8df03a
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-"@babel/core@npm:^7.11.6, @babel/core@npm:^7.12.3":
-  version: 7.22.11
-  resolution: "@babel/core@npm:7.22.11"
+"@babel/core@npm:^7.11.6, @babel/core@npm:^7.12.3, @babel/core@npm:^7.23.9":
+  version: 7.24.3
+  resolution: "@babel/core@npm:7.24.3"
   dependencies:
     "@ampproject/remapping": ^2.2.0
-    "@babel/code-frame": ^7.22.10
-    "@babel/generator": ^7.22.10
-    "@babel/helper-compilation-targets": ^7.22.10
-    "@babel/helper-module-transforms": ^7.22.9
-    "@babel/helpers": ^7.22.11
-    "@babel/parser": ^7.22.11
-    "@babel/template": ^7.22.5
-    "@babel/traverse": ^7.22.11
-    "@babel/types": ^7.22.11
-    convert-source-map: ^1.7.0
+    "@babel/code-frame": ^7.24.2
+    "@babel/generator": ^7.24.1
+    "@babel/helper-compilation-targets": ^7.23.6
+    "@babel/helper-module-transforms": ^7.23.3
+    "@babel/helpers": ^7.24.1
+    "@babel/parser": ^7.24.1
+    "@babel/template": ^7.24.0
+    "@babel/traverse": ^7.24.1
+    "@babel/types": ^7.24.0
+    convert-source-map: ^2.0.0
     debug: ^4.1.0
     gensync: ^1.0.0-beta.2
     json5: ^2.2.3
     semver: ^6.3.1
-  checksum: f258b2539ea2e5bfe55a708c2f3e1093a1b4744f12becc35abeb896037b66210de9a8ad6296a706046d5dc3a24e564362b73a9b814e5bfe500c8baab60c22d2e
+  checksum: 1a33460794f4122cf255b656f4d6586913f41078a1afdf1bcf0365ddbd99c1ddb68f904062f9079445ab26b507c36bc297055192bc26e5c8e6e3def42195f9ab
   languageName: node
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-"@babel/generator@npm:^7.22.10, @babel/generator@npm:^7.7.2":
-  version: 7.22.10
-  resolution: "@babel/generator@npm:7.22.10"
+"@babel/generator@npm:^7.24.1, @babel/generator@npm:^7.7.2":
+  version: 7.24.1
+  resolution: "@babel/generator@npm:7.24.1"
   dependencies:
-    "@babel/types": ^7.22.10
-    "@jridgewell/gen-mapping": ^0.3.2
-    "@jridgewell/trace-mapping": ^0.3.17
+    "@babel/types": ^7.24.0
+    "@jridgewell/gen-mapping": ^0.3.5
+    "@jridgewell/trace-mapping": ^0.3.25
     jsesc: ^2.5.1
-  checksum: 59a79730abdff9070692834bd3af179e7a9413fa2ff7f83dff3eb888765aeaeb2bfc7b0238a49613ed56e1af05956eff303cc139f2407eda8df974813e486074
+  checksum: 98c6ce5ec7a1cba2bdf35cdf607273b90cf7cf82bbe75cd0227363fb84d7e1bd8efa74f40247d5900c8c009123f10132ad209a05283757698de918278c3c6700
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-"@babel/generator@npm:^7.23.0":
-  version: 7.23.0
-  resolution: "@babel/generator@npm:7.23.0"
+"@babel/helper-compilation-targets@npm:^7.23.6":
+  version: 7.23.6
+  resolution: "@babel/helper-compilation-targets@npm:7.23.6"
   dependencies:
-    "@babel/types": ^7.23.0
-    "@jridgewell/gen-mapping": ^0.3.2
-    "@jridgewell/trace-mapping": ^0.3.17
-    jsesc: ^2.5.1
-  checksum: 8efe24adad34300f1f8ea2add420b28171a646edc70f2a1b3e1683842f23b8b7ffa7e35ef0119294e1901f45bfea5b3dc70abe1f10a1917ccdfb41bed69be5f1
-  languageName: node
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-"@babel/helper-compilation-targets@npm:^7.22.10":
-  version: 7.22.10
-  resolution: "@babel/helper-compilation-targets@npm:7.22.10"
-  dependencies:
-    "@babel/compat-data": ^7.22.9
-    "@babel/helper-validator-option": ^7.22.5
-    browserslist: ^4.21.9
+    "@babel/compat-data": ^7.23.5
+    "@babel/helper-validator-option": ^7.23.5
+    browserslist: ^4.22.2
     lru-cache: ^5.1.1
     semver: ^6.3.1
-  checksum: f6f1896816392bcff671bbe6e277307729aee53befb4a66ea126e2a91eda78d819a70d06fa384c74ef46c1595544b94dca50bef6c78438d9ffd31776dafbd435
+  checksum: c630b98d4527ac8fe2c58d9a06e785dfb2b73ec71b7c4f2ddf90f814b5f75b547f3c015f110a010fd31f76e3864daaf09f3adcd2f6acdbfb18a8de3a48717590
   languageName: node
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@@ -160,13 +138,6 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-environment-visitor@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-environment-visitor@npm:7.22.5"
-  checksum: 248532077d732a34cd0844eb7b078ff917c3a8ec81a7f133593f71a860a582f05b60f818dc5049c2212e5baa12289c27889a4b81d56ef409b4863db49646c4b1
-  languageName: node
-  linkType: hard
-
 "@babel/helper-function-name@npm:^7.23.0":
   version: 7.23.0
   resolution: "@babel/helper-function-name@npm:7.23.0"
@@ -186,34 +157,34 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-module-imports@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-module-imports@npm:7.22.5"
+"@babel/helper-module-imports@npm:^7.22.15":
+  version: 7.24.3
+  resolution: "@babel/helper-module-imports@npm:7.24.3"
   dependencies:
-    "@babel/types": ^7.22.5
-  checksum: 9ac2b0404fa38b80bdf2653fbeaf8e8a43ccb41bd505f9741d820ed95d3c4e037c62a1bcdcb6c9527d7798d2e595924c4d025daed73283badc180ada2c9c49ad
+    "@babel/types": ^7.24.0
+  checksum: c23492189ba97a1ec7d37012336a5661174e8b88194836b6bbf90d13c3b72c1db4626263c654454986f924c6da8be7ba7f9447876d709cd00bd6ffde6ec00796
   languageName: node
   linkType: hard
 
-"@babel/helper-module-transforms@npm:^7.22.9":
-  version: 7.22.9
-  resolution: "@babel/helper-module-transforms@npm:7.22.9"
+"@babel/helper-module-transforms@npm:^7.23.3":
+  version: 7.23.3
+  resolution: "@babel/helper-module-transforms@npm:7.23.3"
   dependencies:
-    "@babel/helper-environment-visitor": ^7.22.5
-    "@babel/helper-module-imports": ^7.22.5
+    "@babel/helper-environment-visitor": ^7.22.20
+    "@babel/helper-module-imports": ^7.22.15
     "@babel/helper-simple-access": ^7.22.5
     "@babel/helper-split-export-declaration": ^7.22.6
-    "@babel/helper-validator-identifier": ^7.22.5
+    "@babel/helper-validator-identifier": ^7.22.20
   peerDependencies:
     "@babel/core": ^7.0.0
-  checksum: 2751f77660518cf4ff027514d6f4794f04598c6393be7b04b8e46c6e21606e11c19f3f57ab6129a9c21bacdf8b3ffe3af87bb401d972f34af2d0ffde02ac3001
+  checksum: 5d0895cfba0e16ae16f3aa92fee108517023ad89a855289c4eb1d46f7aef4519adf8e6f971e1d55ac20c5461610e17213f1144097a8f932e768a9132e2278d71
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-"@babel/helper-plugin-utils@npm:^7.0.0, @babel/helper-plugin-utils@npm:^7.10.4, @babel/helper-plugin-utils@npm:^7.12.13, @babel/helper-plugin-utils@npm:^7.14.5, @babel/helper-plugin-utils@npm:^7.22.5, @babel/helper-plugin-utils@npm:^7.8.0":
-  version: 7.22.5
-  resolution: "@babel/helper-plugin-utils@npm:7.22.5"
-  checksum: c0fc7227076b6041acd2f0e818145d2e8c41968cc52fb5ca70eed48e21b8fe6dd88a0a91cbddf4951e33647336eb5ae184747ca706817ca3bef5e9e905151ff5
+"@babel/helper-plugin-utils@npm:^7.0.0, @babel/helper-plugin-utils@npm:^7.10.4, @babel/helper-plugin-utils@npm:^7.12.13, @babel/helper-plugin-utils@npm:^7.14.5, @babel/helper-plugin-utils@npm:^7.24.0, @babel/helper-plugin-utils@npm:^7.8.0":
+  version: 7.24.0
+  resolution: "@babel/helper-plugin-utils@npm:7.24.0"
+  checksum: e2baa0eede34d2fa2265947042aa84d444aa48dc51e9feedea55b67fc1bc3ab051387e18b33ca7748285a6061390831ab82f8a2c767d08470b93500ec727e9b9
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@@ -235,10 +206,10 @@ __metadata:
   languageName: node
   linkType: hard
 
-"@babel/helper-string-parser@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-string-parser@npm:7.22.5"
-  checksum: 836851ca5ec813077bbb303acc992d75a360267aa3b5de7134d220411c852a6f17de7c0d0b8c8dcc0f567f67874c00f4528672b2a4f1bc978a3ada64c8c78467
+"@babel/helper-string-parser@npm:^7.23.4":
+  version: 7.24.1
+  resolution: "@babel/helper-string-parser@npm:7.24.1"
+  checksum: 8404e865b06013979a12406aab4c0e8d2e377199deec09dfe9f57b833b0c9ce7b6e8c1c553f2da8d0bcd240c5005bd7a269f4fef0d628aeb7d5fe035c436fb67
   languageName: node
   linkType: hard
 
@@ -249,68 +220,42 @@ __metadata:
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-"@babel/helper-validator-identifier@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-validator-identifier@npm:7.22.5"
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+"@babel/helper-validator-option@npm:^7.23.5":
+  version: 7.23.5
+  resolution: "@babel/helper-validator-option@npm:7.23.5"
+  checksum: 537cde2330a8aede223552510e8a13e9c1c8798afee3757995a7d4acae564124fe2bf7e7c3d90d62d3657434a74340a274b3b3b1c6f17e9a2be1f48af29cb09e
   languageName: node
   linkType: hard
 
-"@babel/helper-validator-option@npm:^7.22.5":
-  version: 7.22.5
-  resolution: "@babel/helper-validator-option@npm:7.22.5"
-  checksum: bbeca8a85ee86990215c0424997438b388b8d642d69b9f86c375a174d3cdeb270efafd1ff128bc7a1d370923d13b6e45829ba8581c027620e83e3a80c5c414b3
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-  checksum: 2228febc93c7feff142b8c96a58d4a0d7623ecde6c7a24b2b98eb3170e99f7c7eff8c114f9b283085cd59dcd2bd43aadf20e25bba4b034a53c5bb292f71f8956
+    gopd: ^1.0.1
+    has-proto: ^1.0.3
+    is-typed-array: ^1.1.13
+    possible-typed-array-names: ^1.0.0
+  checksum: f0315e5b8f0168c29d390ff410ad13e4d511c78e6006df4a104576844812ee447fcc32daab1f3a76c9ef4f64eff808e134528b5b2439de335586b392e9750e5c
   languageName: node
   linkType: hard
 
 "typescript@npm:^5.0.0":
-  version: 5.2.2
-  resolution: "typescript@npm:5.2.2"
+  version: 5.4.3
+  resolution: "typescript@npm:5.4.3"
   bin:
     tsc: bin/tsc
     tsserver: bin/tsserver
-  checksum: 7912821dac4d962d315c36800fe387cdc0a6298dba7ec171b350b4a6e988b51d7b8f051317786db1094bd7431d526b648aba7da8236607febb26cf5b871d2d3c
+  checksum: d74d731527e35e64d8d2dcf2f897cf8cfbc3428be0ad7c48434218ba4ae41239f53be7c90714089db1068c05cae22436af2ecba71fd36ecc5e7a9118af060198
   languageName: node
   linkType: hard
 
 "typescript@patch:typescript@^5.0.0#~builtin<compat/typescript>":
-  version: 5.2.2
-  resolution: "typescript@patch:typescript@npm%3A5.2.2#~builtin<compat/typescript>::version=5.2.2&hash=77c9e2"
+  version: 5.4.3
+  resolution: "typescript@patch:typescript@npm%3A5.4.3#~builtin<compat/typescript>::version=5.4.3&hash=77c9e2"
   bin:
     tsc: bin/tsc
     tsserver: bin/tsserver
-  checksum: 07106822b4305de3f22835cbba949a2b35451cad50888759b6818421290ff95d522b38ef7919e70fb381c5fe9c1c643d7dea22c8b31652a717ddbd57b7f4d554
+  checksum: 3a62fe90aa79d68c9ce38ea5edb2957e62801c733b99f0e5a2b8b50922761f68f7d9a40d28c544b449866e81185cddb93cba2496d0ff3fa52ef5b1f8bcace38c
   languageName: node
   linkType: hard
 
@@ -6592,6 +6605,13 @@ __metadata:
   languageName: node
   linkType: hard
 
+"undici-types@npm:~5.26.4":
+  version: 5.26.5
+  resolution: "undici-types@npm:5.26.5"
+  checksum: 3192ef6f3fd5df652f2dc1cd782b49d6ff14dc98e5dced492aa8a8c65425227da5da6aafe22523c67f035a272c599bb89cfe803c1db6311e44bed3042fc25487
+  languageName: node
+  linkType: hard
+
 "unique-filename@npm:^3.0.0":
   version: 3.0.0
   resolution: "unique-filename@npm:3.0.0"
@@ -6611,15 +6631,15 @@ __metadata:
   linkType: hard
 
 "universalify@npm:^2.0.0":
-  version: 2.0.0
-  resolution: "universalify@npm:2.0.0"
-  checksum: 2406a4edf4a8830aa6813278bab1f953a8e40f2f63a37873ffa9a3bc8f9745d06cc8e88f3572cb899b7e509013f7f6fcc3e37e8a6d914167a5381d8440518c44
+  version: 2.0.1
+  resolution: "universalify@npm:2.0.1"
+  checksum: ecd8469fe0db28e7de9e5289d32bd1b6ba8f7183db34f3bfc4ca53c49891c2d6aa05f3fb3936a81285a905cc509fb641a0c3fc131ec786167eff41236ae32e60
   languageName: node
   linkType: hard
 
-"update-browserslist-db@npm:^1.0.11":
-  version: 1.0.11
-  resolution: "update-browserslist-db@npm:1.0.11"
+"update-browserslist-db@npm:^1.0.13":
+  version: 1.0.13
+  resolution: "update-browserslist-db@npm:1.0.13"
   dependencies:
     escalade: ^3.1.1
     picocolors: ^1.0.0
@@ -6627,7 +6647,7 @@ __metadata:
     browserslist: ">= 4.21.0"
   bin:
     update-browserslist-db: cli.js
-  checksum: b98327518f9a345c7cad5437afae4d2ae7d865f9779554baf2a200fdf4bac4969076b679b1115434bd6557376bdd37ca7583d0f9b8f8e302d7d4cc1e91b5f231
+  checksum: 1e47d80182ab6e4ad35396ad8b61008ae2a1330221175d0abd37689658bdb61af9b705bfc41057fd16682474d79944fb2d86767c5ed5ae34b6276b9bed353322
   languageName: node
   linkType: hard
 
@@ -6640,21 +6660,14 @@ __metadata:
   languageName: node
   linkType: hard
 
-"util-deprecate@npm:^1.0.1":
-  version: 1.0.2
-  resolution: "util-deprecate@npm:1.0.2"
-  checksum: 474acf1146cb2701fe3b074892217553dfcf9a031280919ba1b8d651a068c9b15d863b7303cb15bd00a862b498e6cf4ad7b4a08fb134edd5a6f7641681cb54a2
-  languageName: node
-  linkType: hard
-
 "v8-to-istanbul@npm:^9.0.1":
-  version: 9.1.0
-  resolution: "v8-to-istanbul@npm:9.1.0"
+  version: 9.2.0
+  resolution: "v8-to-istanbul@npm:9.2.0"
   dependencies:
     "@jridgewell/trace-mapping": ^0.3.12
     "@types/istanbul-lib-coverage": ^2.0.1
-    convert-source-map: ^1.6.0
-  checksum: 2069d59ee46cf8d83b4adfd8a5c1a90834caffa9f675e4360f1157ffc8578ef0f763c8f32d128334424159bb6b01f3876acd39cd13297b2769405a9da241f8d1
+    convert-source-map: ^2.0.0
+  checksum: 31ef98c6a31b1dab6be024cf914f235408cd4c0dc56a5c744a5eea1a9e019ba279e1b6f90d695b78c3186feed391ed492380ccf095009e2eb91f3d058f0b4491
   languageName: node
   linkType: hard
 
@@ -6697,16 +6710,16 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which-typed-array@npm:^1.1.10, which-typed-array@npm:^1.1.11":
-  version: 1.1.11
-  resolution: "which-typed-array@npm:1.1.11"
+"which-typed-array@npm:^1.1.14, which-typed-array@npm:^1.1.15":
+  version: 1.1.15
+  resolution: "which-typed-array@npm:1.1.15"
   dependencies:
-    available-typed-arrays: ^1.0.5
-    call-bind: ^1.0.2
+    available-typed-arrays: ^1.0.7
+    call-bind: ^1.0.7
     for-each: ^0.3.3
     gopd: ^1.0.1
-    has-tostringtag: ^1.0.0
-  checksum: 711ffc8ef891ca6597b19539075ec3e08bb9b4c2ca1f78887e3c07a977ab91ac1421940505a197758fb5939aa9524976d0a5bbcac34d07ed6faa75cedbb17206
+    has-tostringtag: ^1.0.2
+  checksum: 65227dcbfadf5677aacc43ec84356d17b5500cb8b8753059bb4397de5cd0c2de681d24e1a7bd575633f976a95f88233abfd6549c2105ef4ebd58af8aa1807c75
   languageName: node
   linkType: hard
 
@@ -6721,7 +6734,7 @@ __metadata:
   languageName: node
   linkType: hard
 
-"which@npm:^2.0.1, which@npm:^2.0.2":
+"which@npm:^2.0.1":
   version: 2.0.2
   resolution: "which@npm:2.0.2"
   dependencies:
@@ -6732,12 +6745,14 @@ __metadata:
   languageName: node
   linkType: hard
 
-"wide-align@npm:^1.1.5":
-  version: 1.1.5
-  resolution: "wide-align@npm:1.1.5"
+"which@npm:^4.0.0":
+  version: 4.0.0
+  resolution: "which@npm:4.0.0"
   dependencies:
-    string-width: ^1.0.2 || 2 || 3 || 4
-  checksum: d5fc37cd561f9daee3c80e03b92ed3e84d80dde3365a8767263d03dacfc8fa06b065ffe1df00d8c2a09f731482fcacae745abfbb478d4af36d0a891fad4834d3
+    isexe: ^3.1.1
+  bin:
+    node-which: bin/which.js
+  checksum: f17e84c042592c21e23c8195108cff18c64050b9efb8459589116999ea9da6dd1509e6a1bac3aeebefd137be00fabbb61b5c2bc0aa0f8526f32b58ee2f545651
   languageName: node
   linkType: hard
 
diff --git a/bindings/python/Makefile b/bindings/python/Makefile
index 8eeaf83a1..f07cff584 100644
--- a/bindings/python/Makefile
+++ b/bindings/python/Makefile
@@ -9,7 +9,7 @@ check_dirs := examples py_src/tokenizers tests
 style:
 	python stub.py
 	ruff check  $(check_dirs) --fix 
-	ruff format $(check_dirs)t 
+	ruff format $(check_dirs)
 
 # Check the source code is formatted correctly
 check-style:
diff --git a/bindings/python/py_src/tokenizers/decoders/__init__.pyi b/bindings/python/py_src/tokenizers/decoders/__init__.pyi
index 94dda2354..7d8e2334a 100644
--- a/bindings/python/py_src/tokenizers/decoders/__init__.pyi
+++ b/bindings/python/py_src/tokenizers/decoders/__init__.pyi
@@ -156,7 +156,7 @@ class Metaspace(Decoder):
             Whether to add a space to the first word if there isn't already one. This
             lets us treat `hello` exactly like `say hello`.
     """
-    def __init__(self, replacement="▁", add_prefix_space=True):
+    def __init__(self, replacement="▁", prepend_scheme="always", split=True):
         pass
 
     def decode(self, tokens):
diff --git a/bindings/python/py_src/tokenizers/implementations/sentencepiece_bpe.py b/bindings/python/py_src/tokenizers/implementations/sentencepiece_bpe.py
index 62473138f..cd550b410 100644
--- a/bindings/python/py_src/tokenizers/implementations/sentencepiece_bpe.py
+++ b/bindings/python/py_src/tokenizers/implementations/sentencepiece_bpe.py
@@ -32,8 +32,9 @@ def __init__(
             tokenizer.add_special_tokens([str(unk_token)])
 
         tokenizer.normalizer = NFKC()
-        tokenizer.pre_tokenizer = pre_tokenizers.Metaspace(replacement=replacement, add_prefix_space=add_prefix_space)
-        tokenizer.decoder = decoders.Metaspace(replacement=replacement, add_prefix_space=add_prefix_space)
+        prepend_scheme = "always" if add_prefix_space else "never"
+        tokenizer.pre_tokenizer = pre_tokenizers.Metaspace(replacement=replacement, prepend_scheme=prepend_scheme)
+        tokenizer.decoder = decoders.Metaspace(replacement=replacement, prepend_scheme=prepend_scheme)
 
         parameters = {
             "model": "SentencePieceBPE",
diff --git a/bindings/python/py_src/tokenizers/implementations/sentencepiece_unigram.py b/bindings/python/py_src/tokenizers/implementations/sentencepiece_unigram.py
index 57e0783c8..6eb3ceb05 100644
--- a/bindings/python/py_src/tokenizers/implementations/sentencepiece_unigram.py
+++ b/bindings/python/py_src/tokenizers/implementations/sentencepiece_unigram.py
@@ -29,8 +29,9 @@ def __init__(
         tokenizer.normalizer = normalizers.Sequence(
             [normalizers.Nmt(), normalizers.NFKC(), normalizers.Replace(Regex(" {2,}"), " ")]
         )
-        tokenizer.pre_tokenizer = pre_tokenizers.Metaspace(replacement=replacement, add_prefix_space=add_prefix_space)
-        tokenizer.decoder = decoders.Metaspace(replacement=replacement, add_prefix_space=add_prefix_space)
+        prepend_scheme = "always" if add_prefix_space else "never"
+        tokenizer.pre_tokenizer = pre_tokenizers.Metaspace(replacement=replacement, prepend_scheme=prepend_scheme)
+        tokenizer.decoder = decoders.Metaspace(replacement=replacement, prepend_scheme=prepend_scheme)
 
         parameters = {
             "model": "SentencePieceUnigram",
diff --git a/bindings/python/py_src/tokenizers/pre_tokenizers/__init__.pyi b/bindings/python/py_src/tokenizers/pre_tokenizers/__init__.pyi
index 9e975326f..d2019e6fb 100644
--- a/bindings/python/py_src/tokenizers/pre_tokenizers/__init__.pyi
+++ b/bindings/python/py_src/tokenizers/pre_tokenizers/__init__.pyi
@@ -274,7 +274,7 @@ class Metaspace(PreTokenizer):
             Whether to add a space to the first word if there isn't already one. This
             lets us treat `hello` exactly like `say hello`.
     """
-    def __init__(self, replacement="_", add_prefix_space=True):
+    def __init__(self, replacement="_", prepend_scheme="always", split=True):
         pass
 
     def pre_tokenize(self, pretok):
diff --git a/bindings/python/src/decoders.rs b/bindings/python/src/decoders.rs
index 1ba054f5d..f3d36532a 100644
--- a/bindings/python/src/decoders.rs
+++ b/bindings/python/src/decoders.rs
@@ -1,5 +1,6 @@
 use std::sync::{Arc, RwLock};
 
+use crate::pre_tokenizers::from_string;
 use crate::utils::PyChar;
 use crate::utils::PyPattern;
 use pyo3::exceptions;
@@ -12,7 +13,7 @@ use tk::decoders::byte_fallback::ByteFallback;
 use tk::decoders::byte_level::ByteLevel;
 use tk::decoders::ctc::CTC;
 use tk::decoders::fuse::Fuse;
-use tk::decoders::metaspace::Metaspace;
+use tk::decoders::metaspace::{Metaspace, PrependScheme};
 use tk::decoders::sequence::Sequence;
 use tk::decoders::strip::Strip;
 use tk::decoders::wordpiece::WordPiece;
@@ -322,22 +323,46 @@ impl PyMetaspaceDec {
     }
 
     #[getter]
-    fn get_add_prefix_space(self_: PyRef<Self>) -> bool {
-        getter!(self_, Metaspace, add_prefix_space)
+    fn get_split(self_: PyRef<Self>) -> bool {
+        getter!(self_, Metaspace, get_split())
     }
 
     #[setter]
-    fn set_add_prefix_space(self_: PyRef<Self>, add_prefix_space: bool) {
-        setter!(self_, Metaspace, add_prefix_space, add_prefix_space);
+    fn set_split(self_: PyRef<Self>, split: bool) {
+        setter!(self_, Metaspace, @set_split, split);
+    }
+
+    #[getter]
+    fn get_prepend_scheme(self_: PyRef<Self>) -> String {
+        // Assuming Metaspace has a method to get the prepend_scheme as a string
+        let scheme: PrependScheme = getter!(self_, Metaspace, get_prepend_scheme());
+        match scheme {
+            PrependScheme::First => "first",
+            PrependScheme::Never => "never",
+            PrependScheme::Always => "always",
+        }
+        .to_string()
+    }
+
+    #[setter]
+    fn set_prepend_scheme(self_: PyRef<Self>, prepend_scheme: String) -> PyResult<()> {
+        let scheme = from_string(prepend_scheme)?;
+        setter!(self_, Metaspace, @set_prepend_scheme, scheme);
+        Ok(())
     }
 
     #[new]
-    #[pyo3(signature = (replacement = PyChar('▁'), add_prefix_space = true), text_signature = "(self, replacement = \"▁\", add_prefix_space = True)")]
-    fn new(replacement: PyChar, add_prefix_space: bool) -> (Self, PyDecoder) {
-        (
+    #[pyo3(signature = (replacement = PyChar('▁'), prepend_scheme = String::from("always"), split = true), text_signature = "(self, replacement = \"▁\",  prepend_scheme = \"always\", split = True)")]
+    fn new(
+        replacement: PyChar,
+        prepend_scheme: String,
+        split: bool,
+    ) -> PyResult<(Self, PyDecoder)> {
+        let prepend_scheme = from_string(prepend_scheme)?;
+        Ok((
             PyMetaspaceDec {},
-            Metaspace::new(replacement.0, add_prefix_space).into(),
-        )
+            Metaspace::new(replacement.0, prepend_scheme, split).into(),
+        ))
     }
 }
 
diff --git a/bindings/python/src/pre_tokenizers.rs b/bindings/python/src/pre_tokenizers.rs
index 0f64357a3..59cc394da 100644
--- a/bindings/python/src/pre_tokenizers.rs
+++ b/bindings/python/src/pre_tokenizers.rs
@@ -452,7 +452,7 @@ impl PySequence {
     }
 }
 
-fn from_string(string: String) -> Result<PrependScheme, PyErr> {
+pub(crate) fn from_string(string: String) -> Result<PrependScheme, PyErr> {
     let scheme = match string.as_str() {
         "first" => PrependScheme::First,
         "never" => PrependScheme::Never,
@@ -495,13 +495,13 @@ impl PyMetaspace {
     }
 
     #[getter]
-    fn get_add_prefix_space(self_: PyRef<Self>) -> bool {
-        getter!(self_, Metaspace, add_prefix_space)
+    fn get_split(self_: PyRef<Self>) -> bool {
+        getter!(self_, Metaspace, get_split())
     }
 
     #[setter]
-    fn set_add_prefix_space(self_: PyRef<Self>, add_prefix_space: bool) {
-        setter!(self_, Metaspace, add_prefix_space, add_prefix_space);
+    fn set_split(self_: PyRef<Self>, split: bool) {
+        setter!(self_, Metaspace, @set_split, split);
     }
 
     #[getter]
@@ -524,23 +524,15 @@ impl PyMetaspace {
     }
 
     #[new]
-    #[pyo3(signature = (replacement = PyChar('▁'), add_prefix_space = true, prepend_scheme=None, **_kwargs), text_signature = "(self, replacement=\"_\", add_prefix_space=True)")]
+    #[pyo3(signature = (replacement = PyChar('▁'), prepend_scheme=String::from("always"), split=true), text_signature = "(self, replacement=\"_\", prepend_scheme=\"always\", split=True)")]
     fn new(
         replacement: PyChar,
-        add_prefix_space: bool,
-        prepend_scheme: Option<String>,
-        _kwargs: Option<&PyDict>,
+        prepend_scheme: String,
+        split: bool,
     ) -> PyResult<(Self, PyPreTokenizer)> {
         // Create a new Metaspace instance
-        let mut new_instance: Metaspace = Metaspace::new(replacement.0, add_prefix_space);
-
-        // If a prepend scheme is provided, set it
-        if let Some(prepend_scheme) = prepend_scheme {
-            match from_string(prepend_scheme) {
-                Ok(prepend_scheme_enum) => new_instance.set_prepend_scheme(prepend_scheme_enum),
-                Err(err) => return Err(err),
-            }
-        }
+        let prepend_scheme = from_string(prepend_scheme)?;
+        let new_instance: Metaspace = Metaspace::new(replacement.0, prepend_scheme, split);
         Ok((PyMetaspace {}, new_instance.into()))
     }
 }
diff --git a/bindings/python/tests/bindings/test_decoders.py b/bindings/python/tests/bindings/test_decoders.py
index c8b1396b1..3ee7663bf 100644
--- a/bindings/python/tests/bindings/test_decoders.py
+++ b/bindings/python/tests/bindings/test_decoders.py
@@ -126,7 +126,7 @@ def test_instantiate(self):
         assert Metaspace(replacement="-") is not None
         with pytest.raises(ValueError, match="expected a string of length 1"):
             Metaspace(replacement="")
-        assert Metaspace(add_prefix_space=True) is not None
+        assert Metaspace(prepend_scheme="always") is not None
         assert isinstance(Metaspace(), Decoder)
         assert isinstance(Metaspace(), Metaspace)
         assert isinstance(pickle.loads(pickle.dumps(Metaspace())), Metaspace)
@@ -134,20 +134,20 @@ def test_instantiate(self):
     def test_decoding(self):
         decoder = Metaspace()
         assert decoder.decode(["▁My", "▁name", "▁is", "▁John"]) == "My name is John"
-        decoder = Metaspace(replacement="-", add_prefix_space=False)
+        decoder = Metaspace(replacement="-", prepend_scheme="never")
         assert decoder.decode(["-My", "-name", "-is", "-John"]) == " My name is John"
 
     def test_can_modify(self):
-        decoder = Metaspace(replacement="*", add_prefix_space=False)
+        decoder = Metaspace(replacement="*", prepend_scheme="never")
 
         assert decoder.replacement == "*"
-        assert decoder.add_prefix_space == False
+        assert decoder.prepend_scheme == "never"
 
         # Modify these
         decoder.replacement = "&"
         assert decoder.replacement == "&"
-        decoder.add_prefix_space = True
-        assert decoder.add_prefix_space == True
+        decoder.prepend_scheme = "first"
+        assert decoder.prepend_scheme == "first"
 
 
 class TestBPEDecoder:
diff --git a/bindings/python/tests/bindings/test_pre_tokenizers.py b/bindings/python/tests/bindings/test_pre_tokenizers.py
index daf827b26..e6b74548d 100644
--- a/bindings/python/tests/bindings/test_pre_tokenizers.py
+++ b/bindings/python/tests/bindings/test_pre_tokenizers.py
@@ -94,24 +94,27 @@ def test_instantiate(self):
         assert Metaspace(replacement="-") is not None
         with pytest.raises(ValueError, match="expected a string of length 1"):
             Metaspace(replacement="")
-        assert Metaspace(add_prefix_space=True) is not None
+        assert Metaspace(prepend_scheme="always") is not None
         assert isinstance(Metaspace(), PreTokenizer)
         assert isinstance(Metaspace(), Metaspace)
         assert isinstance(pickle.loads(pickle.dumps(Metaspace())), Metaspace)
 
     def test_can_modify(self):
-        pretok = Metaspace(replacement="$", add_prefix_space=False)
+        pretok = Metaspace(replacement="$", prepend_scheme="never")
 
         assert pretok.replacement == "$"
-        assert pretok.add_prefix_space == False
+        assert pretok.prepend_scheme == "never"
+        assert pretok.split == True
 
         # Modify these
         pretok.replacement = "%"
         assert pretok.replacement == "%"
         pretok.add_prefix_space = True
         assert pretok.add_prefix_space == True
-        pretok.prepend_scheme = "never"
-        assert pretok.prepend_scheme == "never"
+        pretok.prepend_scheme = "first"
+        assert pretok.prepend_scheme == "first"
+        pretok.split = True
+        assert pretok.split == True
 
 
 class TestCharDelimiterSplit:
diff --git a/bindings/python/tests/bindings/test_tokenizer.py b/bindings/python/tests/bindings/test_tokenizer.py
index 01deb7a85..3d04960e0 100644
--- a/bindings/python/tests/bindings/test_tokenizer.py
+++ b/bindings/python/tests/bindings/test_tokenizer.py
@@ -487,3 +487,51 @@ def test_encode_special_tokens(self):
         tokenizer.add_tokens(["of_text>"])
         output = tokenizer.encode("Hey there<end_of_text> dear<eot>friend!", add_special_tokens=False)
         assert output.tokens == ["▁Hey", "▁there", "<", "end", "_", "of_text>", "▁dear", "<eot>", "▁friend", "!"]
+
+    def test_splitting(self):
+        tokenizer = Tokenizer.from_pretrained("hf-internal-testing/llama-new-metaspace")
+        tokenizer.pre_tokenizer.split = False
+        tokenizer.add_tokens([AddedToken("<REPR_END>", rstrip=True, lstrip=True)])
+        assert tokenizer.encode("<REPR_END>inform<s>. Hey.       .", add_special_tokens=False).tokens == [
+            "<REPR_END>",
+            "in",
+            "form",
+            "<s>",
+            ".",
+            "▁Hey",
+            ".",
+            "▁▁▁▁▁▁",
+            "▁.",
+        ]
+
+        assert tokenizer.encode("<REPR_END>inform<s>. Hey.       .", add_special_tokens=False).ids == [
+            32000,
+            262,
+            689,
+            1,
+            29889,
+            18637,
+            29889,
+            539,
+            869,
+        ]
+
+        assert tokenizer.encode("inform<s>. Hey.       .").tokens == [
+            "<s>",
+            "▁inform",
+            "<s>",
+            ".",
+            "▁Hey",
+            ".",
+            "▁▁▁▁▁▁",
+            "▁.",
+        ]
+        assert tokenizer.encode("inform<s>. Hey.       .", add_special_tokens=False).tokens == [
+            "▁inform",
+            "<s>",
+            ".",
+            "▁Hey",
+            ".",
+            "▁▁▁▁▁▁",
+            "▁.",
+        ]
diff --git a/tokenizers/src/decoders/mod.rs b/tokenizers/src/decoders/mod.rs
index 87beeca5b..682e63b50 100644
--- a/tokenizers/src/decoders/mod.rs
+++ b/tokenizers/src/decoders/mod.rs
@@ -73,14 +73,19 @@ mod tests {
 
     #[test]
     fn decoder_serialization() {
-        let json = r#"{"type":"Sequence","decoders":[{"type":"ByteFallback"},{"type":"Metaspace","replacement":"▁","add_prefix_space":true,"prepend_scheme":"always"}]}"#;
+        let oldjson = r#"{"type":"Sequence","decoders":[{"type":"ByteFallback"},{"type":"Metaspace","replacement":"▁","add_prefix_space":true,"prepend_scheme":"always"}]}"#;
+        let olddecoder: DecoderWrapper = serde_json::from_str(oldjson).unwrap();
+        let oldserialized = serde_json::to_string(&olddecoder).unwrap();
+        let json = r#"{"type":"Sequence","decoders":[{"type":"ByteFallback"},{"type":"Metaspace","replacement":"▁","prepend_scheme":"always","split":true}]}"#;
+        assert_eq!(oldserialized, json);
+
         let decoder: DecoderWrapper = serde_json::from_str(json).unwrap();
         let serialized = serde_json::to_string(&decoder).unwrap();
         assert_eq!(serialized, json);
     }
     #[test]
     fn decoder_serialization_other_no_arg() {
-        let json = r#"{"type":"Sequence","decoders":[{"type":"Fuse"},{"type":"Metaspace","replacement":"▁","add_prefix_space":true,"prepend_scheme":"always"}]}"#;
+        let json = r#"{"type":"Sequence","decoders":[{"type":"Fuse"},{"type":"Metaspace","replacement":"▁","prepend_scheme":"always","split":true}]}"#;
         let decoder: DecoderWrapper = serde_json::from_str(json).unwrap();
         let serialized = serde_json::to_string(&decoder).unwrap();
         assert_eq!(serialized, json);
@@ -88,7 +93,7 @@ mod tests {
 
     #[test]
     fn decoder_serialization_no_decode() {
-        let json = r#"{"type":"Sequence","decoders":[{},{"type":"Metaspace","replacement":"▁","add_prefix_space":true,"prepend_scheme":"always"}]}"#;
+        let json = r#"{"type":"Sequence","decoders":[{},{"type":"Metaspace","replacement":"▁","prepend_scheme":"always"}]}"#;
         assert!(serde_json::from_str::<DecoderWrapper>(json).is_err());
     }
 }
diff --git a/tokenizers/src/pre_tokenizers/metaspace.rs b/tokenizers/src/pre_tokenizers/metaspace.rs
index d7c8c3861..52b415c9b 100644
--- a/tokenizers/src/pre_tokenizers/metaspace.rs
+++ b/tokenizers/src/pre_tokenizers/metaspace.rs
@@ -1,5 +1,5 @@
 use crate::tokenizer::{Decoder, PreTokenizedString, PreTokenizer, Result, SplitDelimiterBehavior};
-use serde::{Deserialize, Deserializer, Serialize};
+use serde::{de, Deserialize, Deserializer, Serialize};
 
 /// Enum representing options for the metaspace prepending scheme.
 #[derive(Debug, Clone, PartialEq, Serialize, Eq, Deserialize, Copy)]
@@ -19,8 +19,8 @@ pub enum PrependScheme {
 #[serde(tag = "type")]
 pub struct Metaspace {
     replacement: char,
-    pub add_prefix_space: bool,
     pub prepend_scheme: PrependScheme,
+    pub split: bool,
     #[serde(skip)]
     str_rep: String,
 }
@@ -44,42 +44,40 @@ impl<'de> Deserialize<'de> for Metaspace {
             #[serde(rename = "type")]
             _type: Type,
             replacement: char,
-            pub add_prefix_space: bool,
+
+            pub add_prefix_space: Option<bool>,
             #[serde(default = "default_prepend_scheme_value")]
             pub prepend_scheme: PrependScheme,
-            #[serde(skip, rename = "str_rep")]
-            _str_rep: String,
+            pub split: Option<bool>,
+            #[serde(rename = "str_rep")]
+            _str_rep: Option<String>,
         }
 
-        let helper = MetaspaceHelper::deserialize(deserializer)?;
-        let instance = Self::new_with_prepend_scheme(
+        let mut helper = MetaspaceHelper::deserialize(deserializer)?;
+        if let Some(false) = helper.add_prefix_space {
+            if helper.prepend_scheme != PrependScheme::Never {
+                return Err(de::Error::custom(
+                    "add_prefix_space does not match declared prepend_scheme",
+                ));
+            }
+            helper.prepend_scheme = PrependScheme::Never;
+        }
+        let instance = Self::new(
             helper.replacement,
-            helper.add_prefix_space,
             helper.prepend_scheme,
+            helper.split.unwrap_or(true),
         );
         Ok(instance)
     }
 }
 
 impl Metaspace {
-    pub fn new(replacement: char, add_prefix_space: bool) -> Self {
-        Self::new_with_prepend_scheme(
-            replacement,
-            add_prefix_space,
-            PrependScheme::Always, // always prepend for legacy purpose
-        )
-    }
-
-    pub fn new_with_prepend_scheme(
-        replacement: char,
-        add_prefix_space: bool,
-        prepend_scheme: PrependScheme,
-    ) -> Self {
+    pub fn new(replacement: char, prepend_scheme: PrependScheme, split: bool) -> Self {
         Self {
             replacement,
             str_rep: replacement.to_string(),
-            add_prefix_space,
             prepend_scheme,
+            split,
         }
     }
 
@@ -92,6 +90,14 @@ impl Metaspace {
         self.str_rep = replacement.to_string();
     }
 
+    pub fn get_split(&self) -> bool {
+        self.split
+    }
+
+    pub fn set_split(&mut self, split: bool) {
+        self.split = split;
+    }
+
     pub fn get_prepend_scheme(&self) -> PrependScheme {
         self.prepend_scheme
     }
@@ -103,28 +109,34 @@ impl Metaspace {
 
 impl Default for Metaspace {
     fn default() -> Self {
-        Self::new('▁', true)
+        Self::new('▁', PrependScheme::Always, true)
     }
 }
 
 impl PreTokenizer for Metaspace {
     fn pre_tokenize(&self, pretokenized: &mut PreTokenizedString) -> Result<()> {
-        let mut first_split = true;
-
         pretokenized.split(|_, mut normalized| {
             normalized.replace(' ', &self.str_rep)?;
-            if self.add_prefix_space && !normalized.get().starts_with(self.replacement) {
-                if self.prepend_scheme == PrependScheme::Always {
-                    normalized.prepend(&self.str_rep);
-                } else if self.prepend_scheme == PrependScheme::First && first_split {
-                    normalized.prepend(&self.str_rep);
-                    first_split = false;
+            match self.prepend_scheme {
+                PrependScheme::Always => {
+                    if !normalized.get().starts_with(self.replacement) {
+                        normalized.prepend(&self.str_rep);
+                    }
+                }
+                PrependScheme::First => {
+                    if !normalized.get().starts_with(self.replacement)
+                        && normalized.offsets_original().0 == 0
+                    {
+                        normalized.prepend(&self.str_rep);
+                    }
                 }
+                PrependScheme::Never => {}
+            };
+            if self.split {
+                normalized.split(self.replacement, SplitDelimiterBehavior::MergedWithNext)
             } else {
-                first_split = false;
+                Ok(vec![normalized])
             }
-
-            normalized.split(self.replacement, SplitDelimiterBehavior::MergedWithNext)
         })
     }
 }
@@ -139,7 +151,7 @@ impl Decoder for Metaspace {
                     .chars()
                     .flat_map(|c| {
                         if c == self.replacement {
-                            if i == 0 && self.add_prefix_space {
+                            if i == 0 && self.prepend_scheme != PrependScheme::Never {
                                 None
                             } else {
                                 Some(' ')
@@ -163,8 +175,9 @@ mod tests {
 
     #[test]
     fn serialization() {
-        let metaspace = Metaspace::new('_', true);
-        let metaspace_s = r#"{"type":"Metaspace","replacement":"_","add_prefix_space":true,"prepend_scheme":"always"}"#;
+        let metaspace = Metaspace::new('_', PrependScheme::Always, true);
+        let metaspace_s =
+            r#"{"type":"Metaspace","replacement":"_","prepend_scheme":"always","split":true}"#;
         assert_eq!(serde_json::to_string(&metaspace).unwrap(), metaspace_s);
         assert_eq!(
             serde_json::from_str::<Metaspace>(metaspace_s).unwrap(),
@@ -172,7 +185,10 @@ mod tests {
         );
 
         // Also check it can deserialize previous versions
-        let metaspace = Metaspace::new('_', true);
+        let metaspace_s = r#"{"type":"Metaspace","replacement":"_","add_prefix_space":false,"prepend_scheme":"always"}"#;
+        assert!(serde_json::from_str::<Metaspace>(metaspace_s).is_err(),);
+
+        let metaspace = Metaspace::new('_', PrependScheme::Always, true);
         let metaspace_s = r#"{"type":"Metaspace","str_rep":"_","replacement":"_","add_prefix_space":true,"prepend_scheme":"always"}"#;
         assert_eq!(
             serde_json::from_str::<Metaspace>(metaspace_s).unwrap(),
@@ -188,7 +204,7 @@ mod tests {
 
     #[test]
     fn basic() {
-        let pretok = Metaspace::new('▁', true);
+        let pretok = Metaspace::new('▁', PrependScheme::Always, true);
         let mut pretokenized = PreTokenizedString::from("Hey friend!");
         pretok.pre_tokenize(&mut pretokenized).unwrap();
         assert_eq!(
@@ -211,7 +227,7 @@ mod tests {
 
     #[test]
     fn multiple_spaces() {
-        let pretok = Metaspace::new('▁', true);
+        let pretok = Metaspace::new('▁', PrependScheme::Always, true);
         let mut pretokenized = PreTokenizedString::from("Hey   friend!");
         pretok.pre_tokenize(&mut pretokenized).unwrap();
         assert_eq!(
@@ -244,30 +260,17 @@ mod tests {
 
     #[test]
     fn non_legacy_meta_space() {
-        assert_eq!(
-            Metaspace::new('▁', true),
-            Metaspace::new_with_prepend_scheme('▁', true, PrependScheme::Always)
-        );
-
-        let mut pretok = Metaspace::new('▁', true);
+        let mut pretok = Metaspace::new('▁', PrependScheme::Always, true);
         pretok.set_prepend_scheme(PrependScheme::Always);
-        assert_eq!(
-            pretok,
-            Metaspace::new_with_prepend_scheme('▁', true, PrependScheme::Always)
-        );
+        assert_eq!(pretok, Metaspace::new('▁', PrependScheme::Always, true));
 
         pretok.set_prepend_scheme(PrependScheme::Never);
-        assert_eq!(
-            pretok,
-            Metaspace::new_with_prepend_scheme('▁', true, PrependScheme::Never)
-        );
+        assert_eq!(pretok, Metaspace::new('▁', PrependScheme::Never, true));
 
         pretok.set_prepend_scheme(PrependScheme::First);
-        assert_eq!(
-            pretok,
-            Metaspace::new_with_prepend_scheme('▁', true, PrependScheme::First)
-        );
+        assert_eq!(pretok, Metaspace::new('▁', PrependScheme::First, true));
 
+        let pretok = Metaspace::new('▁', PrependScheme::First, false);
         let mut pretokenized = PreTokenizedString::from("Hey my friend <s>how▁are you");
         let re_ref = Regex::new(r"(<s>)").unwrap();
         pretokenized
@@ -282,17 +285,12 @@ mod tests {
                 .map(|(s, o, _)| (s, o))
                 .collect::<Vec<_>>(),
             vec![
-                ("▁Hey", (0, 6)),
-                ("▁my", (6, 11)),
-                ("▁friend", (11, 20)),
-                ("▁", (20, 23)),
+                ("▁Hey▁my▁friend▁", (0, 23)),
                 ("<s>", (23, 26)),
-                ("how", (26, 29)),
-                ("▁are", (29, 35)),
-                ("▁you", (35, 41))
+                ("how▁are▁you", (26, 41))
             ]
         );
-        pretok.set_prepend_scheme(PrependScheme::Always);
+        let pretok = Metaspace::new('▁', PrependScheme::Always, true);
         pretok.pre_tokenize(&mut pretokenized).unwrap();
         assert_eq!(
             pretokenized
@@ -312,7 +310,7 @@ mod tests {
             ]
         );
 
-        pretok.set_prepend_scheme(PrependScheme::First);
+        let pretok = Metaspace::new('▁', PrependScheme::First, false);
         let mut pretokenized = PreTokenizedString::from(" Hey <s>how"); // test with prefix
         pretokenized
             .split(|_, sequence| sequence.split(&re_ref, SplitDelimiterBehavior::Isolated))
@@ -324,12 +322,7 @@ mod tests {
                 .into_iter()
                 .map(|(s, o, _)| (s, o))
                 .collect::<Vec<_>>(),
-            vec![
-                ("▁Hey", (0, 6)),
-                ("▁", (6, 9)),
-                ("<s>", (9, 12)),
-                ("how", (12, 15))
-            ]
+            vec![("▁Hey▁", (0, 9)), ("<s>", (9, 12)), ("how", (12, 15))]
         );
 
         let mut pretokenized = PreTokenizedString::from(" Hey <s>how <s>are <s> you"); // test with many splits
@@ -344,14 +337,11 @@ mod tests {
                 .map(|(s, o, _)| (s, o))
                 .collect::<Vec<_>>(),
             vec![
-                ("▁Hey", (0, 6)),
-                ("▁", (6, 9)),
+                ("▁Hey▁", (0, 9)),
                 ("<s>", (9, 12)),
-                ("how", (12, 15)),
-                ("▁", (15, 18)),
+                ("how▁", (12, 18)),
                 ("<s>", (18, 21)),
-                ("are", (21, 24)),
-                ("▁", (24, 27)),
+                ("are▁", (21, 27)),
                 ("<s>", (27, 30)),
                 ("▁you", (30, 36))
             ]
@@ -359,10 +349,16 @@ mod tests {
     }
     #[test]
     fn decode() {
-        let decoder = Metaspace::new('▁', true);
+        let decoder = Metaspace::new('▁', PrependScheme::Always, true);
+        let res = decoder
+            .decode_chain(vec!["▁Hey".into(), "▁friend!".into()])
+            .unwrap();
+        assert_eq!(res, vec!["Hey", " friend!"]);
+
+        let decoder = Metaspace::new('▁', PrependScheme::Never, true);
         let res = decoder
             .decode_chain(vec!["▁Hey".into(), "▁friend!".into()])
             .unwrap();
-        assert_eq!(res, vec!["Hey", " friend!"])
+        assert_eq!(res, vec![" Hey", " friend!"]);
     }
 }
diff --git a/tokenizers/src/pre_tokenizers/mod.rs b/tokenizers/src/pre_tokenizers/mod.rs
index 42bbd15aa..cf64fb876 100644
--- a/tokenizers/src/pre_tokenizers/mod.rs
+++ b/tokenizers/src/pre_tokenizers/mod.rs
@@ -71,6 +71,7 @@ impl_enum_from!(UnicodeScripts, PreTokenizerWrapper, UnicodeScripts);
 
 #[cfg(test)]
 mod tests {
+    use super::metaspace::PrependScheme;
     use super::*;
 
     #[test]
@@ -81,7 +82,7 @@ mod tests {
             pre_tokenizer,
             PreTokenizerWrapper::Sequence(Sequence::new(vec![
                 PreTokenizerWrapper::WhitespaceSplit(WhitespaceSplit {}),
-                PreTokenizerWrapper::Metaspace(Metaspace::new('▁', true))
+                PreTokenizerWrapper::Metaspace(Metaspace::new('▁', PrependScheme::Always, true))
             ]))
         );
 
@@ -92,7 +93,7 @@ mod tests {
 
         assert_eq!(
             pre_tokenizer,
-            PreTokenizerWrapper::Metaspace(Metaspace::new('▁', true))
+            PreTokenizerWrapper::Metaspace(Metaspace::new('▁', PrependScheme::Always, true))
         );
 
         let pre_tokenizer: PreTokenizerWrapper = serde_json::from_str(r#"{"type":"Sequence","pretokenizers":[{"type":"WhitespaceSplit"},{"type":"Metaspace","replacement":"▁","add_prefix_space":true}]}"#).unwrap();
@@ -101,7 +102,7 @@ mod tests {
             pre_tokenizer,
             PreTokenizerWrapper::Sequence(Sequence::new(vec![
                 PreTokenizerWrapper::WhitespaceSplit(WhitespaceSplit {}),
-                PreTokenizerWrapper::Metaspace(Metaspace::new('▁', true))
+                PreTokenizerWrapper::Metaspace(Metaspace::new('▁', PrependScheme::Always, true))
             ]))
         );
 
@@ -112,10 +113,10 @@ mod tests {
 
         assert_eq!(
             pre_tokenizer,
-            PreTokenizerWrapper::Metaspace(Metaspace::new_with_prepend_scheme(
+            PreTokenizerWrapper::Metaspace(Metaspace::new(
                 '▁',
-                true,
-                metaspace::PrependScheme::First
+                metaspace::PrependScheme::First,
+                true
             ))
         );
 
@@ -126,10 +127,10 @@ mod tests {
 
         assert_eq!(
             pre_tokenizer,
-            PreTokenizerWrapper::Metaspace(Metaspace::new_with_prepend_scheme(
+            PreTokenizerWrapper::Metaspace(Metaspace::new(
                 '▁',
-                true,
-                metaspace::PrependScheme::Always
+                metaspace::PrependScheme::Always,
+                true
             ))
         );
     }
diff --git a/tokenizers/src/processors/template.rs b/tokenizers/src/processors/template.rs
index 17550e907..c5aaa55db 100644
--- a/tokenizers/src/processors/template.rs
+++ b/tokenizers/src/processors/template.rs
@@ -448,7 +448,7 @@ impl TemplateProcessingBuilder {
             }
         };
 
-        let empty = vec![];
+        let empty = [];
         let missing: HashSet<&str> = self
             .single
             .as_ref()
diff --git a/tokenizers/src/tokenizer/mod.rs b/tokenizers/src/tokenizer/mod.rs
index 504026235..cb396deab 100644
--- a/tokenizers/src/tokenizer/mod.rs
+++ b/tokenizers/src/tokenizer/mod.rs
@@ -928,7 +928,6 @@ where
         pretokenized: P,
     ) -> Result<PreTokenizedString> {
         let mut pretokenized: PreTokenizedString = pretokenized.into();
-
         if let Some(ref pretok) = self.pre_tokenizer {
             pretok.pre_tokenize(&mut pretokenized)?;
         }