Token Classification
Transformers
Safetensors
ONNX
Transformers.js
modernbert
punctuation
punctuation-restoration
asr
speech-recognition
transcription
mmbert
Instructions to use seamon67/Punctuation-Restoration with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use seamon67/Punctuation-Restoration with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="seamon67/Punctuation-Restoration")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("seamon67/Punctuation-Restoration") model = AutoModelForTokenClassification.from_pretrained("seamon67/Punctuation-Restoration", device_map="auto") - Transformers.js
How to use seamon67/Punctuation-Restoration with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('token-classification', 'seamon67/Punctuation-Restoration'); - Notebooks
- Google Colab
- Kaggle
Download training/data_stats.json from seamon67/Punctuation-Restoration: direct link, hf CLI and curl.
- Browser
- Download file 4.88 kB
-
https://huggingface.co/seamon67/Punctuation-Restoration/resolve/main/training/data_stats.json
- Command line
-
hf download hf://seamon67/Punctuation-Restoration/training/data_stats.json
-
curl -L -o data_stats.json https://huggingface.co/seamon67/Punctuation-Restoration/resolve/main/training/data_stats.json
4.88 kB
| { | |
| "languages": [ | |
| "afr_Latn", | |
| "als_Latn", | |
| "amh_Ethi", | |
| "arb_Arab", | |
| "azj_Latn", | |
| "bel_Cyrl", | |
| "ben_Beng", | |
| "bos_Latn", | |
| "bul_Cyrl", | |
| "cat_Latn", | |
| "ces_Latn", | |
| "ckb_Arab", | |
| "cmn_Hani", | |
| "cym_Latn", | |
| "dan_Latn", | |
| "deu_Latn", | |
| "ekk_Latn", | |
| "ell_Grek", | |
| "eng_Latn", | |
| "epo_Latn", | |
| "eus_Latn", | |
| "fao_Latn", | |
| "fas_Arab", | |
| "fil_Latn", | |
| "fin_Latn", | |
| "fra_Latn", | |
| "gle_Latn", | |
| "glg_Latn", | |
| "guj_Gujr", | |
| "hau_Latn", | |
| "heb_Hebr", | |
| "hin_Deva", | |
| "hrv_Latn", | |
| "hun_Latn", | |
| "hye_Armn", | |
| "ind_Latn", | |
| "isl_Latn", | |
| "ita_Latn", | |
| "jav_Latn", | |
| "jpn_Jpan", | |
| "kan_Knda", | |
| "kat_Geor", | |
| "kaz_Cyrl", | |
| "khk_Cyrl", | |
| "kin_Latn", | |
| "kir_Cyrl", | |
| "kor_Hang", | |
| "lit_Latn", | |
| "ltz_Latn", | |
| "lvs_Latn", | |
| "mal_Mlym", | |
| "mar_Deva", | |
| "mkd_Cyrl", | |
| "mlt_Latn", | |
| "nld_Latn", | |
| "nob_Latn", | |
| "npi_Deva", | |
| "ory_Orya", | |
| "pan_Guru", | |
| "pbt_Arab", | |
| "pol_Latn", | |
| "por_Latn", | |
| "ron_Latn", | |
| "rus_Cyrl", | |
| "sin_Sinh", | |
| "slk_Latn", | |
| "slv_Latn", | |
| "snd_Arab", | |
| "som_Latn", | |
| "spa_Latn", | |
| "srp_Cyrl", | |
| "sun_Latn", | |
| "swe_Latn", | |
| "swh_Latn", | |
| "tam_Taml", | |
| "tat_Cyrl", | |
| "tel_Telu", | |
| "tgk_Cyrl", | |
| "tur_Latn", | |
| "uig_Arab", | |
| "ukr_Cyrl", | |
| "urd_Arab", | |
| "uzn_Latn", | |
| "vie_Latn", | |
| "xho_Latn", | |
| "yor_Latn", | |
| "zsm_Latn", | |
| "zul_Latn" | |
| ], | |
| "names": { | |
| "afr_Latn": "Afrikaans", | |
| "als_Latn": "Albanian", | |
| "amh_Ethi": "Amharic", | |
| "arb_Arab": "Arabic", | |
| "azj_Latn": "Azerbaijani", | |
| "bel_Cyrl": "Belarusian", | |
| "ben_Beng": "Bengali", | |
| "bos_Latn": "Bosnian", | |
| "bul_Cyrl": "Bulgarian", | |
| "cat_Latn": "Catalan", | |
| "ces_Latn": "Czech", | |
| "ckb_Arab": "Central Kurdish", | |
| "zho_Hans": "Chinese (Simplified)", | |
| "cym_Latn": "Welsh", | |
| "dan_Latn": "Danish", | |
| "deu_Latn": "German", | |
| "est_Latn": "Estonian", | |
| "ell_Grek": "Greek", | |
| "eng_Latn": "English", | |
| "epo_Latn": "Esperanto", | |
| "eus_Latn": "Basque", | |
| "fao_Latn": "Faroese", | |
| "pes_Arab": "Persian", | |
| "tgl_Latn": "Filipino", | |
| "fin_Latn": "Finnish", | |
| "fra_Latn": "French", | |
| "gle_Latn": "Irish", | |
| "glg_Latn": "Galician", | |
| "guj_Gujr": "Gujarati", | |
| "hau_Latn": "Hausa", | |
| "heb_Hebr": "Hebrew", | |
| "hin_Deva": "Hindi", | |
| "hrv_Latn": "Croatian", | |
| "hun_Latn": "Hungarian", | |
| "hye_Armn": "Armenian", | |
| "ind_Latn": "Indonesian", | |
| "isl_Latn": "Icelandic", | |
| "ita_Latn": "Italian", | |
| "jav_Latn": "Javanese", | |
| "jpn_Jpan": "Japanese", | |
| "kan_Knda": "Kannada", | |
| "kat_Geor": "Georgian", | |
| "kaz_Cyrl": "Kazakh", | |
| "khk_Cyrl": "Mongolian", | |
| "kin_Latn": "Kinyarwanda", | |
| "kir_Cyrl": "Kyrgyz", | |
| "kor_Hang": "Korean", | |
| "lit_Latn": "Lithuanian", | |
| "ltz_Latn": "Luxembourgish", | |
| "lvs_Latn": "Latvian", | |
| "mal_Mlym": "Malayalam", | |
| "mar_Deva": "Marathi", | |
| "mkd_Cyrl": "Macedonian", | |
| "mlt_Latn": "Maltese", | |
| "nld_Latn": "Dutch", | |
| "nob_Latn": "Norwegian Bokm\u00e5l", | |
| "npi_Deva": "Nepali", | |
| "ory_Orya": "Odia", | |
| "pan_Guru": "Punjabi", | |
| "pbt_Arab": "Pashto", | |
| "pol_Latn": "Polish", | |
| "por_Latn": "Portuguese", | |
| "ron_Latn": "Romanian", | |
| "rus_Cyrl": "Russian", | |
| "sin_Sinh": "Sinhala", | |
| "slk_Latn": "Slovak", | |
| "slv_Latn": "Slovenian", | |
| "snd_Arab": "Sindhi", | |
| "som_Latn": "Somali", | |
| "spa_Latn": "Spanish", | |
| "srp_Cyrl": "Serbian", | |
| "sun_Latn": "Sundanese", | |
| "swe_Latn": "Swedish", | |
| "swh_Latn": "Swahili", | |
| "tam_Taml": "Tamil", | |
| "tat_Cyrl": "Tatar", | |
| "tel_Telu": "Telugu", | |
| "tgk_Cyrl": "Tajik", | |
| "tur_Latn": "Turkish", | |
| "uig_Arab": "Uyghur", | |
| "ukr_Cyrl": "Ukrainian", | |
| "urd_Arab": "Urdu", | |
| "uzn_Latn": "Uzbek", | |
| "vie_Latn": "Vietnamese", | |
| "xho_Latn": "Xhosa", | |
| "yor_Latn": "Yoruba", | |
| "zsm_Latn": "Malay", | |
| "zul_Latn": "Zulu" | |
| }, | |
| "iso": [ | |
| "af", | |
| "am", | |
| "ar", | |
| "az", | |
| "be", | |
| "bg", | |
| "bn", | |
| "bs", | |
| "ca", | |
| "ckb", | |
| "cs", | |
| "cy", | |
| "da", | |
| "de", | |
| "el", | |
| "en", | |
| "eo", | |
| "es", | |
| "et", | |
| "eu", | |
| "fa", | |
| "fi", | |
| "fo", | |
| "fr", | |
| "ga", | |
| "gl", | |
| "gu", | |
| "ha", | |
| "he", | |
| "hi", | |
| "hr", | |
| "hu", | |
| "hy", | |
| "id", | |
| "is", | |
| "it", | |
| "ja", | |
| "jv", | |
| "ka", | |
| "kk", | |
| "kn", | |
| "ko", | |
| "ky", | |
| "lb", | |
| "lt", | |
| "lv", | |
| "mk", | |
| "ml", | |
| "mn", | |
| "mr", | |
| "ms", | |
| "mt", | |
| "ne", | |
| "nl", | |
| "no", | |
| "or", | |
| "pa", | |
| "pl", | |
| "ps", | |
| "pt", | |
| "ro", | |
| "ru", | |
| "rw", | |
| "sd", | |
| "si", | |
| "sk", | |
| "sl", | |
| "so", | |
| "sq", | |
| "sr", | |
| "su", | |
| "sv", | |
| "sw", | |
| "ta", | |
| "te", | |
| "tg", | |
| "tl", | |
| "tr", | |
| "tt", | |
| "ug", | |
| "uk", | |
| "ur", | |
| "uz", | |
| "vi", | |
| "xh", | |
| "yo", | |
| "zh", | |
| "zu" | |
| ], | |
| "n_windows": 1168626, | |
| "n_words": 118910088, | |
| "lower_pct": 70, | |
| "recipe": { | |
| "small": { | |
| "epochs": 2, | |
| "lr": "5e-5", | |
| "job": "decad0cb" | |
| }, | |
| "base": { | |
| "epochs": 1, | |
| "lr": "3e-5", | |
| "job": "18953a55", | |
| "spoken": 49144, | |
| "changelog": [ | |
| [ | |
| "v1.1 (2026-10-09)", | |
| "+ 49k windows of synthetic spoken-style transcripts (69 languages). TED talks (spoken, 25 languages), two training seeds: punctuation F1 .784 -> .796 (cased) and .707 -> .723 (lowercased); `:` F1 .544 -> .605. FLORES (written text, 88 languages) unchanged (.847 / .804)." | |
| ], | |
| [ | |
| "v1.0 (2026-10-03)", | |
| "first release." | |
| ] | |
| ] | |
| } | |
| } | |
| } |