diff --git a/README.md b/README.md
index b13210f4ad570154eda9946269c48e798dcf7d13..c6df52d59dc0329ff9c9d7255579562a61eb16d5 100644
--- a/README.md
+++ b/README.md
@@ -12,4 +12,4 @@ Find more about it in [our website](https://stanfordnlp.github.io/stanza) and ou
 
 This card and repo were automatically prepared with `hugging_stanza.py` in the `stanfordnlp/huggingface-models` repo
 
-Last updated 2026-07-30 21:30:55.512
+Last updated 2026-09-29 19:49:42.627
diff --git a/models/default.zip b/models/default.zip
index 9591bb1fce386f8c340db6d1868e7f4d347fd1ce..8e30641f761dbb6b0db09ee18c9e87e21ecc5ec7 100644
--- a/models/default.zip
+++ b/models/default.zip
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8145d29c895c27c7f7563a27a06b1846772a70c3a4ab304d47aebd6f5ce2e79a
-size 454222221
+oid sha256:b108479161265a975d2ae31625561b96e538e24bf230669ce576b506338a6190
+size 457335162
diff --git a/models/depparse/combined_charlm.pt b/models/depparse/combined_charlm.pt
index eb74a32ad203a3764e867b1a5946ac9550fcdae9..e570640e3d85d3f566c52a41aa3a3e75566a821d 100644
--- a/models/depparse/combined_charlm.pt
+++ b/models/depparse/combined_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d59784641fe0093f4d753739678bfdfd465d0dc56f313de6fc8e6fcd0e5aa377
-size 146181855
+oid sha256:e59a5eb7c8c6fc1eb267ed551b8bda4372b3cb75d9bd43c052dc55e0e58d90ad
+size 146122064
diff --git a/models/depparse/combined_electra.pt b/models/depparse/combined_electra.pt
index 93a947f23477ca65bc73623d63358d6d77f2ace1..6d077531df643fa64325f387f56a38424011fd76 100644
--- a/models/depparse/combined_electra.pt
+++ b/models/depparse/combined_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8588171337cade7ca75845a36a67561a01d7d22dc6a566b58d0ed2c884bfa5ee
-size 160945652
+oid sha256:954be36faa0355afa9605135bd0bf05072c7357f2c8e4a719a8d3aacc060af15
+size 160886370
diff --git a/models/depparse/combined_nocharlm.pt b/models/depparse/combined_nocharlm.pt
index 723e8d3774a1011f1b77db89fe76f6dad3003dfd..d223c8729e7c438b5b96d41e35725b57c1e61471 100644
--- a/models/depparse/combined_nocharlm.pt
+++ b/models/depparse/combined_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a3a6a25b8a8eafa45145507b995f9f1bd84f4157ad71d6bb0cd7eec98f9db342
-size 112758395
+oid sha256:ff2d52588d71f5c7988c4bf9cab94f2170ea85dde6c7b545c57fe5f3fb402267
+size 112699392
diff --git a/models/depparse/isdt_charlm.pt b/models/depparse/isdt_charlm.pt
index 8022d1a374c13509cbd52e9c4959057ec89e9085..6a0e7b55f64bd78963e1ada090326f2819937869 100644
--- a/models/depparse/isdt_charlm.pt
+++ b/models/depparse/isdt_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b864e9b458422902ff8de5c4e56dd97d28cec2078ebb595ecdcbb2c4f6e59023
-size 135736640
+oid sha256:d2838c832288102978a383d3a523f13d0c1833c29dcb3fcf68f1e847d43a1428
+size 135693825
diff --git a/models/depparse/isdt_electra.pt b/models/depparse/isdt_electra.pt
index 817ed580721c711dfc0e83ca2f58a86cd2a71f90..4af5684426f2bbf5a12a84e290c78ee20a7847e5 100644
--- a/models/depparse/isdt_electra.pt
+++ b/models/depparse/isdt_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:be22565f6488e3a8bf052263ed3667b03186443f41727401c5be007ad12a00cf
-size 150500693
+oid sha256:99b5520c1919fe38ede3830fdb7907cb3412e16ebedd93532f75da195904d0d1
+size 150457553
diff --git a/models/depparse/isdt_nocharlm.pt b/models/depparse/isdt_nocharlm.pt
index 41f2b4269b2ca973067f2c707f631dcc6f30f9ad..9a2998d2c3684f3d1cb1bea3a465945d530448f8 100644
--- a/models/depparse/isdt_nocharlm.pt
+++ b/models/depparse/isdt_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ec16bfceef3c07e1174abaae61a51e83e1cef6236a02a80acc0da5334dd6e21
-size 102281010
+oid sha256:abd8ec10de1bb86f30633316d31a39e4762b0fd64d3af4f9a0a64ff6cda4bd9e
+size 102237185
diff --git a/models/depparse/markit_charlm.pt b/models/depparse/markit_charlm.pt
index 575a59e6a1b775f091dd9edc93636d975a38887c..4bbdd36766b144d0bd0a9f394ff0297d9369530c 100644
--- a/models/depparse/markit_charlm.pt
+++ b/models/depparse/markit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f47c0aadeb6b2db83d613fea945206728f12d5948097557dd556ba329daad5a5
-size 132242084
+oid sha256:4da00b002585b557092cd9ae6ef120f5a03303cf039891783a11195914f3c996
+size 132242125
diff --git a/models/depparse/markit_electra.pt b/models/depparse/markit_electra.pt
index 0c9a0cf70d620e16ce2989c99d6aaf583838288c..d01b47d9ffdb94f6d0448bdf61dbfe8be643e21f 100644
--- a/models/depparse/markit_electra.pt
+++ b/models/depparse/markit_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ecd9510efe907adbfd582cd0191882cda3aeb919688db2dfc7bc040db363de8f
-size 147006154
+oid sha256:c8d7c5e9903c2d2eefc3891bfecc5d983b519fe9f112c21ee8750d4e9dc3a804
+size 147006223
diff --git a/models/depparse/markit_nocharlm.pt b/models/depparse/markit_nocharlm.pt
index b5310717ab4df292a3e166ab3fee854144925983..c86a86622cd4a86a096e1b149a852cd2f99bb127 100644
--- a/models/depparse/markit_nocharlm.pt
+++ b/models/depparse/markit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:341ffe48f41d7113bf9037db5681c633a573e7f0c3d30d3851a9cb79df5e170b
-size 98770733
+oid sha256:8ac16d6ccb078b2df8371aab4756f8e60d48e79978760200d40444f8c744b638
+size 98771052
diff --git a/models/depparse/old_charlm.pt b/models/depparse/old_charlm.pt
index 194e417226af53048b20165cc5df6b58e6b88268..28b422238883c7c370ec3a0fc5eeddac6f0fba87 100644
--- a/models/depparse/old_charlm.pt
+++ b/models/depparse/old_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9e990bceadfaa18f6eb7b60ebaf75ff481680c68db03f86160c9419999d61549
-size 142508221
+oid sha256:de44e081c4180c32246cb9588565d3d2ac93b6d980c2b527161f7d17c2ce5cd7
+size 142495252
diff --git a/models/depparse/old_electra.pt b/models/depparse/old_electra.pt
index 2d4ae02d72f7ebb66a73bfbaa1e43ef33cf4c52b..37a32c5c6bf1f1f25acbc44f4293d4735f743c51 100644
--- a/models/depparse/old_electra.pt
+++ b/models/depparse/old_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:26b4c674d1f8645bf151b91dce49d229ad2b9b5955ce627611589deaf27d61e8
-size 157272485
+oid sha256:0c6b99f39b0e084d20f44429ea396ca796b99ab78dc8cf827c8c4fd26a6e8eb9
+size 157259170
diff --git a/models/depparse/old_nocharlm.pt b/models/depparse/old_nocharlm.pt
index 1c853fc64d5ea225529aa7de48f9a22852e19cce..af455ece404324f356a6dc07f38c85c52faf5da5 100644
--- a/models/depparse/old_nocharlm.pt
+++ b/models/depparse/old_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ca48fc40c54bed2c2485c88a7fc00541c95c294ae3f56d7918b98a459fd9222f
-size 109030353
+oid sha256:b98feee8c6e6e3b11eb0ac103e23ecc92e715d7857878ee55eb3b50774cf9c86
+size 109017301
diff --git a/models/depparse/parlamint_charlm.pt b/models/depparse/parlamint_charlm.pt
index a9f0889908ff605780bf2e6a5caabb24f5f8df87..c5c6c68b7a62274d2f8e72e331b181f2a04ed9b7 100644
--- a/models/depparse/parlamint_charlm.pt
+++ b/models/depparse/parlamint_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:39de19a1937486a3f0c1c576cf0ef76ee8d85d9df9a1dacf61f6903e3bb48e40
-size 125047443
+oid sha256:31dce8a01fcd767d32ebd0690a220983205a493e49fde2601dc47624d5012b17
+size 125047660
diff --git a/models/depparse/parlamint_electra.pt b/models/depparse/parlamint_electra.pt
index 7da09cdfb4d37907746e25335feed0e3e22102ad..e4f03575a96a6dddabfbefeb5364f154619f966b 100644
--- a/models/depparse/parlamint_electra.pt
+++ b/models/depparse/parlamint_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bd9dc88f383754778fb5995e2414bb515e2839d6d4be36757752e76c5bd4a69c
-size 139811506
+oid sha256:f4e1760afb9f2651942892b81ab3d4a4fc3fa6993218e8e49b460b3d363f3a8f
+size 139811813
diff --git a/models/depparse/parlamint_nocharlm.pt b/models/depparse/parlamint_nocharlm.pt
index 1bf1f885d9bf00b81e3e82463a78163f397b1c3b..6cc0d9be22afd3aa669b966c99c4cbf98e64cb67 100644
--- a/models/depparse/parlamint_nocharlm.pt
+++ b/models/depparse/parlamint_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:23463219c25690d70213c293c117e6639d59792ef004774751bf7661914b9f8f
-size 91567056
+oid sha256:6f41f7fb38108d960b04dd1cdcc6b1d8a98628c766024a9c9ce48b9755dd8935
+size 91567190
diff --git a/models/depparse/partut_charlm.pt b/models/depparse/partut_charlm.pt
index db00ecb34b74444064f3c45d6bea63f6fb5e6bf3..bba1d08968231ca328c082822797112673adf07f 100644
--- a/models/depparse/partut_charlm.pt
+++ b/models/depparse/partut_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b33409e7ecb1de944524834650b40c154ef8e21ed13d4dd94d7001e0cc175cdd
-size 133259803
+oid sha256:0227bc0468af709014c3fc5269418e1d85653be00a10c4f887fc202afa05e59e
+size 133249714
diff --git a/models/depparse/partut_electra.pt b/models/depparse/partut_electra.pt
index 403595ff0f197eae332be85cf92de34a25d0baa8..418c9caa2e1476030b0b8e647583e44f0fa3d2dc 100644
--- a/models/depparse/partut_electra.pt
+++ b/models/depparse/partut_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d422fc7328924c072f7a09503c53ce4f5b1f5c56d23f9782d39e01839f159cda
-size 148023730
+oid sha256:7dc29b331bdcc23547e2cab214675b2db71eaaea22d8cdf5654d72e504f6ecf9
+size 148013628
diff --git a/models/depparse/partut_nocharlm.pt b/models/depparse/partut_nocharlm.pt
index 146a43dc21837bb053dfe49309907237d83a2a13..981070e85a94e0529b328a69029d866610539236 100644
--- a/models/depparse/partut_nocharlm.pt
+++ b/models/depparse/partut_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:034d575d7b4ce4da1f7431d2b6f2251f1fd8beb26b75d3aac28252ee38c884fc
-size 99794378
+oid sha256:a5ddbce474e2d0f975af7f9697ea8280630c309e6927bd190b98f199b8d109d8
+size 99784166
diff --git a/models/depparse/postwita_charlm.pt b/models/depparse/postwita_charlm.pt
index 25e07ddd4a7a6915b62fc7343a337bbe53b52dc3..7f65c199ca655cc1c6c64f151a49c0ea1125d745 100644
--- a/models/depparse/postwita_charlm.pt
+++ b/models/depparse/postwita_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:46b91c727fe953751e796a1efd5879625bec4eebe230f31a4005095828f977e6
-size 139934227
+oid sha256:4b9922bba81b270314ef0d4d33e1a53289a70f7f7d05ba14453417ab2878e2d0
+size 139923233
diff --git a/models/depparse/postwita_electra.pt b/models/depparse/postwita_electra.pt
index f97bbe0eca0f2db94da357069fbc85c888c830d1..da4fd94acf7f9d29e8ae034c511138d6b8d47191 100644
--- a/models/depparse/postwita_electra.pt
+++ b/models/depparse/postwita_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3af2a9eb73be001882374db5a280bd52ad290be33afecd8601ff7758a310cf77
-size 154698511
+oid sha256:7ae10ee6c917f660b91587640f15a18b8567a29021ff877ec3edf514a4083d10
+size 154686985
diff --git a/models/depparse/postwita_nocharlm.pt b/models/depparse/postwita_nocharlm.pt
index d1458cf3a7760060c7807551a7c84bfabdb8722d..5ad11f57f20ad48e894f56fc9d0f9aaaf7b62106 100644
--- a/models/depparse/postwita_nocharlm.pt
+++ b/models/depparse/postwita_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d99218bd4d26bf2b9f6812d368f0f7af6eab3a188275b249ecab005536c390ba
-size 106503494
+oid sha256:c4320d03da8258a94c33a443700b9e9e17cb21db2824dfa7a29586833b3d2ea6
+size 106492001
diff --git a/models/depparse/twittiro_charlm.pt b/models/depparse/twittiro_charlm.pt
index e993513f579d13325093963fd05055f6f8a35c65..959460bf48728ac2ae0372d2fa78e4fb6f611cf9 100644
--- a/models/depparse/twittiro_charlm.pt
+++ b/models/depparse/twittiro_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fb7aff8f590a017081c53cc254d1674c84e531e962dfbf7b803c25f431cb2f56
-size 139973846
+oid sha256:c633d8642a4f54159c887798a73eb6a03337148410739c5524f05cc90287a5b7
+size 139971748
diff --git a/models/depparse/twittiro_electra.pt b/models/depparse/twittiro_electra.pt
index 7bc36ca89db38e94ba1fa9f1cb9027ef5f9266c3..a3df8308bcc6c37e84c301dda3a2e195d645d07d 100644
--- a/models/depparse/twittiro_electra.pt
+++ b/models/depparse/twittiro_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1c29084c03735e293ea9ce2dceb4e0c21cb94faa2421c5db80fbda72cae8cf69
-size 154737568
+oid sha256:f975a22088dcceecf116960e99199037a018be45c9909f9bd86f33d6ef748a48
+size 154735728
diff --git a/models/depparse/twittiro_nocharlm.pt b/models/depparse/twittiro_nocharlm.pt
index 060e3b4b743e1e59fc32b148c51185c4d522c1af..247e2c37e08ba835947bc2effc10613b59c93788 100644
--- a/models/depparse/twittiro_nocharlm.pt
+++ b/models/depparse/twittiro_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3bf1e855bc97c25484572e4519be35eb2f60ae7be6c73c16bb06f9c6efbb9faa
-size 106511285
+oid sha256:3fe79a9f59b76fa237a171b147bbf708f83756a34e8ae1aab2b8de863fcd1189
+size 106509315
diff --git a/models/depparse/vit_charlm.pt b/models/depparse/vit_charlm.pt
index f176ea9b1f84d576c496c536326f0a73d91030d2..e9706b58eb39a69451f133308ea671c609d34f45 100644
--- a/models/depparse/vit_charlm.pt
+++ b/models/depparse/vit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e44ac61ed879315b3fcbefbe0eb1c3d2dcff336b9e1d3623aa36efc6492ed8cd
-size 135414876
+oid sha256:1276c44c695cfbcfa79dd23b6fe4645b31828a4297e4b0d42720e9229302a2ba
+size 135386492
diff --git a/models/depparse/vit_electra.pt b/models/depparse/vit_electra.pt
index fa9dae42c76f9c161f8fd0bb7f8c83b824c76a71..6537f41b91ff267dbec0e8b7ec75f983d6f49a01 100644
--- a/models/depparse/vit_electra.pt
+++ b/models/depparse/vit_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2cdcaa9f07ff8b1745ab988c3147466fffe90e87af995ef00b51753bcd209f53
-size 150179023
+oid sha256:8eb3c899ecbfd5c034cc5d51f17f3cefedd5582c57ce24e71fc22b0fa7fe6093
+size 150150038
diff --git a/models/depparse/vit_nocharlm.pt b/models/depparse/vit_nocharlm.pt
index 89dd68fbb4d3ee3b81423c093882c7b1d8982293..600942fdc427eaceaf2deb4ee7b76a7d995f7d11 100644
--- a/models/depparse/vit_nocharlm.pt
+++ b/models/depparse/vit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d3d1edaa7e97c8f3a5aa6eb2df61eb56de08bc2a21c6819c5e43986d6364c6f7
-size 101948039
+oid sha256:38bb4f5019399843ade0001e9cb61889e0e43d83426d2996509ddb32b81e5b64
+size 101919217
diff --git a/models/lemma/combined_charlm.pt b/models/lemma/combined_charlm.pt
index f9bbc0a4beb38bce61edb0dbe4a782aa0d613a16..104baeb41c7a087db70a8b6a3f2d670822e5d67e 100644
--- a/models/lemma/combined_charlm.pt
+++ b/models/lemma/combined_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:77153747803fcc1877c2c61658cc2bb548e83a556a521ec2fabffb5d018df2ab
-size 9258527
+oid sha256:621cfb6a65f2298969b8d0169af657ac88445a501ca5bdcc9ea9088723cf8500
+size 9265773
diff --git a/models/lemma/combined_nocharlm.pt b/models/lemma/combined_nocharlm.pt
index 58a6bcb9c671d67f1000927db351e2a94b54c7df..180cd37137fcceff75e716fbc274bd93f2f7e724 100644
--- a/models/lemma/combined_nocharlm.pt
+++ b/models/lemma/combined_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:387fb132ce52ffd08dc182740583b169aa8e8e9c63e0b6fc48ec459af666e44b
-size 2703859
+oid sha256:640b77e70640e4af25ac906b535c8fcb2aa13e73e93d16ca51cdd1d0904a80f4
+size 2711120
diff --git a/models/lemma/isdt_charlm.pt b/models/lemma/isdt_charlm.pt
index 0e8450c6ed011a20fe8e7ee2a3e01e9f3b520ccb..ea4c2ba8adca31b878bd0b30b5850a308fd87dde 100644
--- a/models/lemma/isdt_charlm.pt
+++ b/models/lemma/isdt_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ad950fd556cf052d4128f41afca30564cb9f9dba1cb7cc90fbc5f2157ee4a97b
-size 8884029
+oid sha256:181ab661fad080bf9861adbc2febb4e3f6e174a2b225d7b178bfd0e76e53600f
+size 8885124
diff --git a/models/lemma/isdt_nocharlm.pt b/models/lemma/isdt_nocharlm.pt
index 5427118bb57f24d608b4013cceaf770681f282d0..35e3d71c6219b8c7da7356159432a56eec4b5d61 100644
--- a/models/lemma/isdt_nocharlm.pt
+++ b/models/lemma/isdt_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:88acad9272aea832ce914dc141920540b174f10366168105b16ce607d7e5be00
-size 2329335
+oid sha256:d9be14d09c21c093f57f3d72368ca811ab069988f5617c516f3484fbbb3c463a
+size 2330411
diff --git a/models/lemma/markit_charlm.pt b/models/lemma/markit_charlm.pt
index 70c130f190f12ffc1a5d1d62097a775d53123e7f..1258bbf92d22d174a2e8470ce1f1aba6673dfd16 100644
--- a/models/lemma/markit_charlm.pt
+++ b/models/lemma/markit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a85b3294f5b69910efd08060309cefbea2bdf674ac59326850e61ee607eab3f
-size 8563775
+oid sha256:730bd40e3fc5a07ec56969f411a67037f3aeada2c971c1146be9fa207939ebc2
+size 8564194
diff --git a/models/lemma/markit_nocharlm.pt b/models/lemma/markit_nocharlm.pt
index e2df8976c78a29d9fc37989cc8bebc557e1ca576..9f9d7d22a3d054eaa49143dbe321406bde8f24bb 100644
--- a/models/lemma/markit_nocharlm.pt
+++ b/models/lemma/markit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:de594022ddbd836f2bcc895de8556c639e3625afdc5ed9ebf8b137fec2dcb99e
-size 2009081
+oid sha256:51b0b02c1fb58952fd9b4f990c1f47488d5fe9b6237b89604d09470d316b83d8
+size 2009481
diff --git a/models/lemma/old_charlm.pt b/models/lemma/old_charlm.pt
index 2705626a1360037cb8089bce5b6d4523e08339dc..f15755f09a62db4e39af3485b76c0617acc15aa3 100644
--- a/models/lemma/old_charlm.pt
+++ b/models/lemma/old_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b6799130481831efbc98ba241f94fcfc15e04a922ed9d92a13511bbcf9560ac2
-size 8620450
+oid sha256:83f29a47af59b9dfd167f432d6df4786a4d1308dc29bf71444d9d90316e4f318
+size 8621802
diff --git a/models/lemma/old_nocharlm.pt b/models/lemma/old_nocharlm.pt
index e4480cc70b86f790362bd621edc47b4bf7f1a458..51b673e0c73d0138e7060a863539f9ccdbf93932 100644
--- a/models/lemma/old_nocharlm.pt
+++ b/models/lemma/old_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6339025482986da5b1c1dcfb1cf97b11e052d9444d751c431e3e4d9e9ae2af2e
-size 2065756
+oid sha256:bfa2662cb567d9ee6e5030f9d2724545b9b53454dbef41c22d66ada6d4cdff5d
+size 2067095
diff --git a/models/lemma/parlamint_charlm.pt b/models/lemma/parlamint_charlm.pt
index f2199e312adf757a90d5714c0befae5e4c159976..b38e65a74e6d045c450639e86d3a032d8f911d1e 100644
--- a/models/lemma/parlamint_charlm.pt
+++ b/models/lemma/parlamint_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:11668460813000d7283817c7791447bae98161435dd616db6ba28766b1b889b1
-size 8517353
+oid sha256:38c881e050bb1b3094e773b8eb8dc71ac820b65ad22c1edce1cdf90eaacea491
+size 8517801
diff --git a/models/lemma/parlamint_nocharlm.pt b/models/lemma/parlamint_nocharlm.pt
index e3695040f306d881f84e726db18d40cfe72da4bb..403bcb74c75e214aa62e07d21486a69e3da178fa 100644
--- a/models/lemma/parlamint_nocharlm.pt
+++ b/models/lemma/parlamint_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b5fb60ecbf869f316a6caac44e56de6a408efa17836e7b807a1201e61e789fd6
-size 1962659
+oid sha256:e8472d579fbd5a9dab8981ed9b2377599ff7681ad21caed03e107f76a8372d51
+size 1963105
diff --git a/models/lemma/partut_charlm.pt b/models/lemma/partut_charlm.pt
index 9f0d342fc0688044e01f8d134a9957c2db032bb2..42ecafe2398cfb7fb04a8a8703a1e39223753ab7 100644
--- a/models/lemma/partut_charlm.pt
+++ b/models/lemma/partut_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1836f98bb5709358241994c1275b28ff860c6623b27dc742952b0c041ea9cffc
-size 8622709
+oid sha256:c92d31e60fafebee4e7ba5b62ae80712dba0225dba9940fd72d33ee4031c28ca
+size 8622461
diff --git a/models/lemma/partut_nocharlm.pt b/models/lemma/partut_nocharlm.pt
index 21b55a52f3490c362faa83fff24294f55f6080a1..bd67f4cd0417b18d62374a696ee5b142d3387d44 100644
--- a/models/lemma/partut_nocharlm.pt
+++ b/models/lemma/partut_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0b832c6dc9051fca11a2e382da34d3e801641b853d1db668e7fc1e209f202ae5
-size 2068015
+oid sha256:7f0ef983f41aa4b6889f69033fe8916a158a51cc8571e0419dd397e7bdc8d4f0
+size 2067758
diff --git a/models/lemma/postwita_charlm.pt b/models/lemma/postwita_charlm.pt
index 53304fc10747089fe7942e928f08699fdcc11a03..641081105a5b17e4b52f0dc03a11b0c1cef1230c 100644
--- a/models/lemma/postwita_charlm.pt
+++ b/models/lemma/postwita_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1b0bb152c1b9ecdadcf90bfe018ba5f120df8efa03bbb43bf4a9d00cd2a0e8d3
-size 8843470
+oid sha256:c6dd436270c54ebce0044c2afc91a82f5d11cc4ff17df3a4035ceac38967c083
+size 8843700
diff --git a/models/lemma/postwita_nocharlm.pt b/models/lemma/postwita_nocharlm.pt
index 406d0f5c898b8a280943b07f4749f9deff598803..223a9c153a10e1220b7d3c1ce348a2af065fcb0b 100644
--- a/models/lemma/postwita_nocharlm.pt
+++ b/models/lemma/postwita_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4a98a32df490e8c105a4e6441ff9a30029d9b8047db0452131549a571355f3ef
-size 2288845
+oid sha256:f24b1c6ed18fea9b16db65ad4f65d8c0e107d137e838ab7a2dc1e3af6121fb2b
+size 2289023
diff --git a/models/lemma/twittiro_charlm.pt b/models/lemma/twittiro_charlm.pt
index 25c309d26eaa5e52b72d294e75cdeb9e262b0140..067e7f263f5568b397bc7e0127ecd8a89c255ef5 100644
--- a/models/lemma/twittiro_charlm.pt
+++ b/models/lemma/twittiro_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:aca46aeb4872e81a1eac2d9ed968c626e809242f227481ea94ed2e9fab5c7acd
-size 8608647
+oid sha256:2c54355e1449eda82e7a96a5f5e7a13e53d7d91090c6be08e2d80fae7ea2b149
+size 8609144
diff --git a/models/lemma/twittiro_nocharlm.pt b/models/lemma/twittiro_nocharlm.pt
index f52f123540480f66da47768cfcc7e5695d8adc06..b9c57d248ba3051c8df38f7ec2f1c1692995b0ca 100644
--- a/models/lemma/twittiro_nocharlm.pt
+++ b/models/lemma/twittiro_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:df17a1cce3ded1ffcaf2b85c80566c9297db7033037d9706c9b459ef0ff57c96
-size 2053955
+oid sha256:0dee728783aac6250595c51ab393377c6c595ffdbf2c01b291a56ecf7058b3cf
+size 2054464
diff --git a/models/lemma/vit_charlm.pt b/models/lemma/vit_charlm.pt
index 9db74bccbb53f71cfffa6db15c7ebcf6fe963bf3..b2a991101d786534d7efe34cfa035d9753e3e292 100644
--- a/models/lemma/vit_charlm.pt
+++ b/models/lemma/vit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:39ef81e50748330484df41acf6ba36e65239e93621b4fa8bef67a5fa76a794cd
-size 8788085
+oid sha256:5bf8d9f0457cd3baa8890176cf28ed319426a55d541b75c471834828c21e97f4
+size 8788226
diff --git a/models/lemma/vit_nocharlm.pt b/models/lemma/vit_nocharlm.pt
index fd13cd2dc8816fb806f4febe71375c39aa5ab7c6..846d9c3a7e143bf20083f4ae3dca2c0ad909b335 100644
--- a/models/lemma/vit_nocharlm.pt
+++ b/models/lemma/vit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2695b030240fcfd9e229589a9b3847080efedf86c08dc19a5f8e894a75a6a78d
-size 2233374
+oid sha256:dd9d0b28347e92734420c4c01b03b915dc59ea12e11cc87bfd61d0c73c872ab1
+size 2233542
diff --git a/models/mwt/combined.pt b/models/mwt/combined.pt
index dc77defc3ecea3f1c497b19bb446f81d0aa9840f..81f7da33b2e9d5d0774a9a6faeaff2494a882e44 100644
--- a/models/mwt/combined.pt
+++ b/models/mwt/combined.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ebef9e26270960707d46f937fd347a03039858d6811e94359bd216997da315f5
-size 1171701
+oid sha256:a84d793205153ce470229f743a91daf102ab709c9902bb35f5a1cf8dbef7cbdb
+size 1171551
diff --git a/models/mwt/isdt.pt b/models/mwt/isdt.pt
index fd36a411ff692e46dd92853c1607d63fd0cd324e..5f5b33b72a625d6e0f951550137d0c0559bcf487 100644
--- a/models/mwt/isdt.pt
+++ b/models/mwt/isdt.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fe5d35d1100a32a98410fd6d8fe6b003a0b71a8163300b5523b1bba6ec7143c2
-size 594146
+oid sha256:d5f59bd9e2b8018bb203a560112e9d0532c8c3b2cfddf8b4218c8475d927a3c2
+size 594054
diff --git a/models/mwt/markit.pt b/models/mwt/markit.pt
index 321488388f52a0e51bc4d4f5dc33ac8964381373..94b0b352af7d7b58a9b3879fccccc0f55ae6e2f3 100644
--- a/models/mwt/markit.pt
+++ b/models/mwt/markit.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b63b3ed011fa9b728e09b0295766e6534439324d6b68b0ce95a30c24d91c3b44
-size 561007
+oid sha256:c5c11b17490739d80854f26b9e09709c754f082ab077b1beff0c2777558c45fd
+size 560916
diff --git a/models/mwt/old.pt b/models/mwt/old.pt
index 42246bebe450fd75424f4fde8ac770e92670d655..d792ae11647689a8ff64c910c7d6531eb62eb974 100644
--- a/models/mwt/old.pt
+++ b/models/mwt/old.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e9a3e4f2663461d52119258d6285bdccb63370f9024196a2f0a7934df524b874
-size 585570
+oid sha256:b6df4d74b602ec27cf37001e4f3b34bcf224d0870d568846a4791a8682203355
+size 585369
diff --git a/models/mwt/parlamint.pt b/models/mwt/parlamint.pt
index 795f10a365b658cf9990e37c0b5d3034aa69c2e2..4587cd25e3e10f12cec003e63511aa02d18a62c2 100644
--- a/models/mwt/parlamint.pt
+++ b/models/mwt/parlamint.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6d46b6b62d6e99e9c8b6042033dffd2e484d33282a211abd9de04bdde0b05cea
-size 557428
+oid sha256:7cf32ab835296b9c983c51fb71b111752a79e7e1feb998353bd04fd80d4f47a5
+size 557329
diff --git a/models/mwt/partut.pt b/models/mwt/partut.pt
index 129d09a573ba6f5479df22eab784514bf0eea357..7b5b199ab88475727e3125b88e6a540e1772effe 100644
--- a/models/mwt/partut.pt
+++ b/models/mwt/partut.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9f16b9822b274ae13062156dbb7a5e3bf4ab277799b7960ec2681082a25f34c7
-size 564464
+oid sha256:c38facd213a154d2b43bd4fbd3d0133263acd57bfbc587bbf0933559469cfa0c
+size 564377
diff --git a/models/mwt/postwita.pt b/models/mwt/postwita.pt
index c2341d0250d3afeef1e017a5de09ae908bd4ee66..83c0323faf0fc236c6c0cb305405423f67b564f8 100644
--- a/models/mwt/postwita.pt
+++ b/models/mwt/postwita.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:88f0c7016016f9ba11ca3f2b4020d0a9835c921ca5ace0ee756e77613c83708a
-size 581943
+oid sha256:e3ccd6d6a226bca01e8d678e77319f0f5c22c0168e38eb0693dc2c1d352d4e06
+size 581875
diff --git a/models/mwt/twittiro.pt b/models/mwt/twittiro.pt
index d593ccea9cb81313f23933e7842d0e46eb17d46f..6cd6745ae6413dc0b940a0807cf407daec464645 100644
--- a/models/mwt/twittiro.pt
+++ b/models/mwt/twittiro.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4f5ff21e4bdac01fc01889a44b8effbab614348bd76bd63a9bb0ba9a130e487f
-size 568628
+oid sha256:58faab890a610ee87eed17ea01ef6d3912d722a46f2ea90e06577552141e9596
+size 568535
diff --git a/models/mwt/vit.pt b/models/mwt/vit.pt
index 54537b5ba19a9c99ffcb709c45e179a1e57eb554..0bad5daa56c13c230f2e4734be717058f5c2210f 100644
--- a/models/mwt/vit.pt
+++ b/models/mwt/vit.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cd2c435456aa6a96d018bfa492bcf7228b0680ab7f5a6a674859bd819a126888
-size 578614
+oid sha256:ab2d462c650faee252ac70c67aebeb091fac0aa6bac2e4ff80b121a59f6ed030
+size 578546
diff --git a/models/pos/combined_charlm.pt b/models/pos/combined_charlm.pt
index 368ed5f90bdbf1e35146aea1dd3b821990ea148b..d02489859e9eae49f0d9d27d72b735f5ff87a17a 100644
--- a/models/pos/combined_charlm.pt
+++ b/models/pos/combined_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:684fd7ba6924d5bf575cc675077bf2b7bf207784e16d51c2f8b8048fd28e928a
-size 34995408
+oid sha256:88bce6d094195b33a0a47ee3e127e901198539fd11c83ecacc0944481a892093
+size 38377454
diff --git a/models/pos/combined_electra.pt b/models/pos/combined_electra.pt
index a11a0034562d90f4aaedd137d94119e858173cc4..1cce16d3bd9d5d6ae0d95a89be410a7111396eca 100644
--- a/models/pos/combined_electra.pt
+++ b/models/pos/combined_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a23f0e1523dfc52c19c10326d78fc3bbf94162a227bc15848a23873dd02dd95d
-size 42386461
+oid sha256:db67299c3d4771676e095cc2df14d870aff91b56430cbee2dee6e096e7cd4d33
+size 45768621
diff --git a/models/pos/combined_nocharlm.pt b/models/pos/combined_nocharlm.pt
index 9c2725d4e564475f15bcc2530dfa3a6e0b57547a..2ce7e762792f1a404107e587be5b381690dc5fbf 100644
--- a/models/pos/combined_nocharlm.pt
+++ b/models/pos/combined_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8c539864332ac4069b8a4b171a055cb3a1d20c8d26714eb34a95551bca450ca6
-size 20033015
+oid sha256:d75b6357bdaa07ba20ac6c43124454e4026b04f4c7306a40079daddef7efb4e1
+size 23415006
diff --git a/models/pos/isdt_charlm.pt b/models/pos/isdt_charlm.pt
index e8d644c37b82c3525504484327cf2e2c0458c02a..896ea7965851c5439d37d1363506c55786375c93 100644
--- a/models/pos/isdt_charlm.pt
+++ b/models/pos/isdt_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cf94178817e486f28b2fc480125967a29f110d99a5981dfaff5ef920b22cb3f9
-size 33379477
+oid sha256:e25499858034c76a558e37d9c5d5ecab298097361dba09202c64affc4ea15efb
+size 33560624
diff --git a/models/pos/isdt_electra.pt b/models/pos/isdt_electra.pt
index b071aff4e71d741a407c5519cfde2292f7183053..e93367750e6d8b19b9ccf6fd2e7e11f1b0cab862 100644
--- a/models/pos/isdt_electra.pt
+++ b/models/pos/isdt_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7350177e513f82ea0d11b90de721879143a0420726ba9c21c5336f458b17ad4a
-size 40770606
+oid sha256:0cc0559a304a8730ccbbcb13066abccfbf3e4e4ef5fc52f113a20ba12eaf64c6
+size 40951599
diff --git a/models/pos/isdt_nocharlm.pt b/models/pos/isdt_nocharlm.pt
index 6fecbc87c72db7bbda1f7025f0c5f0d8cf43937d..f5b36608e4420e7e09d97b39420fc6849f21290d 100644
--- a/models/pos/isdt_nocharlm.pt
+++ b/models/pos/isdt_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1b7f31829554dd1a0e7eef251e701f2a18ba48bb8c12898537ebfee8e31a7c55
-size 18383560
+oid sha256:e028667cdc96413106dc4ea2c70d29a3580c4d1f8396c0023e49d869cb94593c
+size 18564564
diff --git a/models/pos/markit_charlm.pt b/models/pos/markit_charlm.pt
index 9045b81d0739d7e52518938aa511b690c91de0d5..6c0b562c47463e90ef15c2f39f9bc6dff7fb69d8 100644
--- a/models/pos/markit_charlm.pt
+++ b/models/pos/markit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:741e8c3c5552fcda8de7a55d316f25d34dc02336c28311ba50ea0f9f5db0f157
-size 31675586
+oid sha256:f6a1777ec8763687323abdc115b4b3420f193370f3acd2969f26ce8b2ecc8207
+size 31675173
diff --git a/models/pos/markit_electra.pt b/models/pos/markit_electra.pt
index c507ec5808a2af2454d16563f779391ee1b02a4d..4857cfe6ff5ddf828870a94e9f9d3e2e1260d83b 100644
--- a/models/pos/markit_electra.pt
+++ b/models/pos/markit_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:19984a8922c476d094465df87d33ef08b6cdcb8e5a8ef26f168b587722e5a3d2
-size 39066715
+oid sha256:76ff0fd9f6d1cd9c8b4922598ced568468e7a3a4d9cc9369f5923d73a65e3287
+size 39066160
diff --git a/models/pos/markit_nocharlm.pt b/models/pos/markit_nocharlm.pt
index ef1de73bf6215445a617344240543487d7d203e5..a44e181e27acdcd2edcac5780aeb30ca40602f47 100644
--- a/models/pos/markit_nocharlm.pt
+++ b/models/pos/markit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:62f28f98b08aec2d89f7e15aa117e03d29068d851ed1a2cd1a19fb11b8101ee4
-size 16665269
+oid sha256:611f21514ff39e23e1e6ad5ac4c42b9dfa098cdc2439b9371aa6f35a6581b38d
+size 16664701
diff --git a/models/pos/old_charlm.pt b/models/pos/old_charlm.pt
index 317673a7c6e4e3a63c9ee8460e9560cecc3507b5..2c67e4c9c77e809a0f7c33530a1ae00a1ec3c4d9 100644
--- a/models/pos/old_charlm.pt
+++ b/models/pos/old_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d2f1966a407b12b1b1911dc31e333a34dd841eb3d1923794c22813c1bf4425ef
-size 37238147
+oid sha256:043aa22f8c9334de1be4dbbf9bbb0f64c9869c3a8865ad302572a01da256cbfe
+size 37229760
diff --git a/models/pos/old_electra.pt b/models/pos/old_electra.pt
index 94cd1ad704cbe3ef715612703907f097e434a440..e76b722c11d5fb9bf5fd61446b3467c0fc1d4112 100644
--- a/models/pos/old_electra.pt
+++ b/models/pos/old_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:62a3529e8b1aaea794ea1db9b8bd9966030d86f5106a6f151a1063855a46a4a7
-size 44629276
+oid sha256:1b6996df690a4febaa9515f6f8be8510d163b5a944e82eb1de9d2b38648f9eb2
+size 44620753
diff --git a/models/pos/old_nocharlm.pt b/models/pos/old_nocharlm.pt
index b708da82b98ff53b5807a8b1eba0923504b70fe4..0c0af9a6d52738058df7e63c1ed48c35e15c3e9e 100644
--- a/models/pos/old_nocharlm.pt
+++ b/models/pos/old_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d79ba1fd129e30b8c11650621b92c6f002bff9a07e883ed0215f001514b86ffb
-size 22220630
+oid sha256:836f0d9e2177a91f9eab890f8225409f8980d9c1af111fafa3ecd81dcd192a6d
+size 22212489
diff --git a/models/pos/parlamint_charlm.pt b/models/pos/parlamint_charlm.pt
index 4f6b5ca7fb3cedb091add19b1e23f782fa3b1a45..f0d6b769b478b4180d2b31b91113b91849ba3ad9 100644
--- a/models/pos/parlamint_charlm.pt
+++ b/models/pos/parlamint_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f9269a7cb802d2a41e75f993cb7dc0a0c358214c229039d90629ae375968b130
-size 31593002
+oid sha256:2001a5f46ba3a3d4406b780ece3d4e446fda036d5f3e0e6795552c51f3cf7649
+size 31592601
diff --git a/models/pos/parlamint_electra.pt b/models/pos/parlamint_electra.pt
index a4420aee0ca01ae82578bd442e6be36b9750cc0e..2d0183b0c7eb5295f72e7925c14ae5faf02edd42 100644
--- a/models/pos/parlamint_electra.pt
+++ b/models/pos/parlamint_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5e1a51f9c8540434beaca3975a2d15b2e772f940bb9d598a82d1f02750c0753d
-size 38984131
+oid sha256:038b7bca11701d9466ac5d938f9c6aae10630cc82a1169ae7c490d0f5cba0bbd
+size 38983694
diff --git a/models/pos/parlamint_nocharlm.pt b/models/pos/parlamint_nocharlm.pt
index 0a91dc8e5392641258b5851912fd9ebd9f559815..eab54f804b097ed49c4e1253b4166bb06c5faa87 100644
--- a/models/pos/parlamint_nocharlm.pt
+++ b/models/pos/parlamint_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:16e2c8c8bf773e3d1bd017a01eb133d0968124b54f11afd3dc5ab6c0dafe2847
-size 16573485
+oid sha256:11c026511c74648e0c052f870593f2826a7e179f400573742d01415bdd579f15
+size 16572920
diff --git a/models/pos/partut_charlm.pt b/models/pos/partut_charlm.pt
index 50ca6f15ab6363595d741a6fe75d9f9b5088d9c2..dae17d988aadec55624ea31ca702fecf0b67a191 100644
--- a/models/pos/partut_charlm.pt
+++ b/models/pos/partut_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:82903740f57b128074c05f080d2617abeffca8c8820883d128e4843dcdd213e1
-size 32040931
+oid sha256:2b7a6fd910d6d9aa487c3061fd725230e35c01aae5b987a99c6534d71bd802e0
+size 32034918
diff --git a/models/pos/partut_electra.pt b/models/pos/partut_electra.pt
index 5d4996dcf905518d9da2d56a49c81b6cf9c7e9e7..e42f637fccc2cf3ff3c2ea0bc8c1e47789d18ad0 100644
--- a/models/pos/partut_electra.pt
+++ b/models/pos/partut_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:288ccc5995ef127a4927ed47bce7930ffc9a5267d9e24a34aef872754a43c96b
-size 39432060
+oid sha256:80a561740772d4ccb8f202f710eca60af9fd1bffd9367a52280de4fb41b07929
+size 39425898
diff --git a/models/pos/partut_nocharlm.pt b/models/pos/partut_nocharlm.pt
index 34fc3e45de413710e46680a60fbd2ccd8ae3f4dc..ad918914655e04eabb76b33ebaa79de19bfaa123 100644
--- a/models/pos/partut_nocharlm.pt
+++ b/models/pos/partut_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2ad01f28a9727f9c983db9a5256d83be6c9978bea7c005fd081822f9ede5bd91
-size 17036214
+oid sha256:60c059686ea8a5c2040435b361db3853c7a9e6b5327dc75d98a5988177a1eac2
+size 17029657
diff --git a/models/pos/postwita_charlm.pt b/models/pos/postwita_charlm.pt
index eaaf02aa72a0fb8875ca65000331636d2fba5de5..68ecbb2798000c0c05e2043b011406a8cde72ef5 100644
--- a/models/pos/postwita_charlm.pt
+++ b/models/pos/postwita_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:accbefc09daef49857e0bee0a5ac9ccdd2d48ff3f1057f9614f9930993e4fada
-size 32498761
+oid sha256:acb24ad4953d513a604fc9d99539f5821adeccd37c84f218593fd39e02698a0d
+size 32489790
diff --git a/models/pos/postwita_electra.pt b/models/pos/postwita_electra.pt
index b9e7aac52d6a1c0d1143e76b389684751b171ca9..2440b2d642b5f46225c79d3d5985d1a4cbdfc8d3 100644
--- a/models/pos/postwita_electra.pt
+++ b/models/pos/postwita_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:57930ac0f2e4554c4fbb74a97bd22e213694ac598a474b247440996d340d9eda
-size 39889890
+oid sha256:42667f4a39bc4b1fdf146361e173597218a2089465b722f21dc4c274d1c1ad9e
+size 39880977
diff --git a/models/pos/postwita_nocharlm.pt b/models/pos/postwita_nocharlm.pt
index 5d32ba51f34d0878db548267b7d37654a76b8801..51cf7111519e1bea9057fb21a929157733be108a 100644
--- a/models/pos/postwita_nocharlm.pt
+++ b/models/pos/postwita_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0114a503a0a87dfaad31147a099668babbce078009c8b88bfc3a87251759a891
-size 17528444
+oid sha256:f0d313fe3b6fabd85f54de6d181109303c5abbea11d1b22938e1e8faaa6d46a7
+size 17519322
diff --git a/models/pos/twittiro_charlm.pt b/models/pos/twittiro_charlm.pt
index 1519f881cb7b4bccb0a74dfad55e9fc52a90b9e1..3f518f9998513983f6a11746a1580a642494903e 100644
--- a/models/pos/twittiro_charlm.pt
+++ b/models/pos/twittiro_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0bf056694cb016cc7e632da7e8a5bb5a28572733c7ba2b6f67657dbcac1f7643
-size 32262116
+oid sha256:fe2fe204efaf5bc3d641aa5d51c3fd7b6a2c9c31f7cb1e4d07edd68fff932e63
+size 32259051
diff --git a/models/pos/twittiro_electra.pt b/models/pos/twittiro_electra.pt
index 7826dc576114302e5af26fcd4e6b78b9c98849a1..37b56018ce41370716f58112d62c497b9127125f 100644
--- a/models/pos/twittiro_electra.pt
+++ b/models/pos/twittiro_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b14541491dd10c121158af5da2d325814e0dc6e6903bc19781ef66a42f11a4bb
-size 39653245
+oid sha256:9fb6377c654e7a5a3a77c63ca066975398fa380c25c07786e96a788311f8c120
+size 39650152
diff --git a/models/pos/twittiro_nocharlm.pt b/models/pos/twittiro_nocharlm.pt
index 2d3bd1c0342e6a4141bd373c52ec1baa0b92ab97..a0461edfe1dfe2f19d1ff983bd8500145a393433 100644
--- a/models/pos/twittiro_nocharlm.pt
+++ b/models/pos/twittiro_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2dae38958fe013ae86bcbbc8a7d270584ee7d6f41899a765f86fb5ab23b7e621
-size 17260599
+oid sha256:ac0fb3d56a6e5244833a37d4342db87c4e384d5a6ef5fbcbc98b7ab115048ae7
+size 17257371
diff --git a/models/pos/vit_charlm.pt b/models/pos/vit_charlm.pt
index b2a4d3f4372a1dd482a1aac402293ea861a49d60..efc97a371ebf6b6753ce1e718b4daf0d5881fbd3 100644
--- a/models/pos/vit_charlm.pt
+++ b/models/pos/vit_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:bbe1d216f953d0745b06bff93718654d1eb27b890e5517917091717c30afac4a
-size 33079239
+oid sha256:92b29aa7387725861082c577aa7801dba8d1b5d8c8a6f9043c7653ca191e3cc2
+size 36382991
diff --git a/models/pos/vit_electra.pt b/models/pos/vit_electra.pt
index 9163e39aa2043ad4f7ebccb1378e3f0e12be033f..26bb0e5f73260a8d14ba3a363202f499d8e5a392 100644
--- a/models/pos/vit_electra.pt
+++ b/models/pos/vit_electra.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f65c3aad9eabba70d81fd2dcd327a332816c652b728e5ee13c04b5441dc5338e
-size 40470368
+oid sha256:826574acc399dfe63b60745fc052be975b8413284e9ea328becbef796528781a
+size 43774072
diff --git a/models/pos/vit_nocharlm.pt b/models/pos/vit_nocharlm.pt
index 93fe5ade2d177d91e76c49969d5c1b2feb647a52..b2fea92fb251abf05a4ae48efc2f44137a1a186b 100644
--- a/models/pos/vit_nocharlm.pt
+++ b/models/pos/vit_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:74cc40b897d61ad1e42e171c22dbdc5591cf70e17ade543ada177b04eda25211
-size 18072922
+oid sha256:5fe1222d1dc2f355490f1be373a388e35bcfb36f50649746b6fb8eac8743e1a0
+size 21376506
diff --git a/models/tokenize/combined_charlm.pt b/models/tokenize/combined_charlm.pt
index 0fccd083f07fd7e56b048d4b27ebe5289a8021eb..0bc5581de09c449d85b3b04b8a3f758fac7ee470 100644
--- a/models/tokenize/combined_charlm.pt
+++ b/models/tokenize/combined_charlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0b4c72e05fdd16d3dda701cc97812b56ff88063d17dafcae07eda5241845782b
-size 2735311
+oid sha256:002df98df79bbbdc73ec8d9514cb475662d77d4b2cc20a854d80453f577d5026
+size 2735630
diff --git a/models/tokenize/combined_nocharlm.pt b/models/tokenize/combined_nocharlm.pt
index 5331c60ec8185df9453d1712106cc1d200d699dc..fdc5ca43014637c582bffbddc1e98fa1f880a79e 100644
--- a/models/tokenize/combined_nocharlm.pt
+++ b/models/tokenize/combined_nocharlm.pt
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d90bd681a12364bd4f9a854fed379601ae813e7241f8d5770a88055f517d50c1
-size 637653
+oid sha256:99146209c444c01f6f0a636284fc5667ce398cbcd09000b6df2eca69aab07397
+size 637952
diff --git a/models/tokenize/isdt_charlm.pt b/models/tokenize/isdt_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4c525f49c02cabe88edd19081555e2f5cb7c4c9e
--- /dev/null
+++ b/models/tokenize/isdt_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d10e8fac671437a35084c6108018450cfddab58755b90d49b2ca67716542f0f
+size 2735350
diff --git a/models/tokenize/isdt_nocharlm.pt b/models/tokenize/isdt_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..697bcf97fd0a98017dc751ea8dd4540f7a67913c
--- /dev/null
+++ b/models/tokenize/isdt_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:354ed55fe6926bb169af7e511a93cef9ed9fc20216ef4b8332955d5a8c843ca1
+size 637669
diff --git a/models/tokenize/markit_charlm.pt b/models/tokenize/markit_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b1d70a2ef04f0e1b2dc0b9186224652d92733e3f
--- /dev/null
+++ b/models/tokenize/markit_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a76cd0f5d355314102a1e825bb65b1ca3ae95df451c3149af49d5ad3b84323aa
+size 2729461
diff --git a/models/tokenize/markit_nocharlm.pt b/models/tokenize/markit_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ee0f8f189a293668bd69058d179cbadb54e3e846
--- /dev/null
+++ b/models/tokenize/markit_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9129dedc5db517d87fdb327c4a71c2bac0a810bfd2ae76d636a993a4be322dd4
+size 631805
diff --git a/models/tokenize/old_charlm.pt b/models/tokenize/old_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..03b0177928bd7b53177a31f743e36be272cf077c
--- /dev/null
+++ b/models/tokenize/old_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5e9ff355b9d6e26d39b800910e78f64345783478b7417d4286bdcbfaa70a00e7
+size 2727100
diff --git a/models/tokenize/old_nocharlm.pt b/models/tokenize/old_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..37d7256ed90457d71f26802e59a4d4ec31d6f295
--- /dev/null
+++ b/models/tokenize/old_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f78129e5c7fcbbebd65f366d7e31dc7f90e8834d8c07068d82a31cf3e659c987
+size 629447
diff --git a/models/tokenize/parlamint_charlm.pt b/models/tokenize/parlamint_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3a5b1025465642c951e0f5e9aa9eb981e8c674e1
--- /dev/null
+++ b/models/tokenize/parlamint_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2244a0f25f5d41b32fc4ecaef8adf9865ca148e6f08bf701a2b0e21b5caf688a
+size 2726245
diff --git a/models/tokenize/parlamint_nocharlm.pt b/models/tokenize/parlamint_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..a5a4ecb91068a743b46e9bf5e7affb2d0c5a8b79
--- /dev/null
+++ b/models/tokenize/parlamint_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a9908b5d214f8d3c2cff7363d585820d085ec1be45d89445cd9d540914baecbd
+size 628600
diff --git a/models/tokenize/partut_charlm.pt b/models/tokenize/partut_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1988d645b9f02267dc930cf0eaa34e92972e1f80
--- /dev/null
+++ b/models/tokenize/partut_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d598b6f646a59f2d1e67f7c017df01d1f80eac5a39dcdc98adbcf43a72e1aa4
+size 2731508
diff --git a/models/tokenize/partut_nocharlm.pt b/models/tokenize/partut_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..b7b3f496de1eb919c264313dd9d258bff004add2
--- /dev/null
+++ b/models/tokenize/partut_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:55b1776dc33e2b9fbe65eee389e1189d1e95c1876c8490be4185e22ea93ef94f
+size 633861
diff --git a/models/tokenize/postwita_charlm.pt b/models/tokenize/postwita_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..677236d3d39ca7fef5676f0960bbe05e8f67edd0
--- /dev/null
+++ b/models/tokenize/postwita_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31bc854c9dede600ec25f9605e150c0e4cc076382053e37799455b71375df547
+size 2744124
diff --git a/models/tokenize/postwita_nocharlm.pt b/models/tokenize/postwita_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9503d3c2c87f2841119632b53ecacb50b0cd1c60
--- /dev/null
+++ b/models/tokenize/postwita_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f8043ae88c10566fa91343d85775ae1d8f544b207fa05b601254de1b41a92023
+size 646441
diff --git a/models/tokenize/twittiro_charlm.pt b/models/tokenize/twittiro_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..c44fa8e140390ad5cd7028137d4dd21c2aced687
--- /dev/null
+++ b/models/tokenize/twittiro_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:57900447124ad985d07c9e5d40c0ea5e167568fd9acb29ec8ac43eed1667f9f8
+size 2732557
diff --git a/models/tokenize/twittiro_nocharlm.pt b/models/tokenize/twittiro_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..4bd08f7f27877a4298cd68650254c5e8e362340d
--- /dev/null
+++ b/models/tokenize/twittiro_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c03ce823a04cdfd685bf76cd9914d4011979a19699e239c242a57c46279749c1
+size 634867
diff --git a/models/tokenize/vit_charlm.pt b/models/tokenize/vit_charlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..348c76d7acf56831fd249edf9de08f28c83a71f5
--- /dev/null
+++ b/models/tokenize/vit_charlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92e4f349fadad0e979e09b36db98db913bb3090f8b1d3081da0c4c0d6bcaa8eb
+size 2731073
diff --git a/models/tokenize/vit_nocharlm.pt b/models/tokenize/vit_nocharlm.pt
new file mode 100644
index 0000000000000000000000000000000000000000..1ce87fd74f9e004fd37753d0adbe6d3dfbee04e8
--- /dev/null
+++ b/models/tokenize/vit_nocharlm.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:afac335a042c5c5d506367d83328f6fc7288182bbe982655b8c8c7968dbc15e7
+size 633390