diff --git a/.gitattributes b/.gitattributes
index 272cc7623e1604e09f94f2181c02877de50cf4e4..bf654c84fbda137dd0a536b1e5bdf8ca59eccdbc 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -36,5 +36,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.ogg filter=lfs diff=lfs merge=lfs -text
 *.wav filter=lfs diff=lfs merge=lfs -text
 # dataset files
-*.txt filter=lfs diff=lfs merge=lfs -text
 *.jsonl filter=lfs diff=lfs merge=lfs -text
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000000000000000000000000000000000000..900104aa750508975fa0c4bbccf4d34aa41cab40
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,12 @@
+# Changelog
+
+
+## [4.0.1](https://huggingface.co/datasets/MLRS/korpus_malti/tree/4.0.1)
+
+Fix dataset metadata, due to change in the [`datasets` library](https://github.com/huggingface/datasets/issues/4876).
+As part of this, the dataset metadata is now directly available when loading the dataset, not just the raw files as in the previous version.
+
+
+## [4.0.0](https://huggingface.co/datasets/MLRS/korpus_malti/tree/4.0.0)
+
+Initial release of the corpus, used to train [BERTu](https://huggingface.co/MLRS/BERTu).
diff --git a/README.md b/README.md
index cce74e0778039236d35e4046400dff5b3cf4b328..b49593e7c2fcf865e0904e61f49358806058f1dc 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,337 @@
 ---
 pretty_name: Korpus Malti
+configs:
+- config_name: shuffled
+  data_files:
+  - split: train
+    path: data/shuffled/train*.jsonl
+  - split: validation
+    path: data/shuffled/validation*.jsonl
+  - split: test
+    path: data/shuffled/test*.jsonl
+  features:
+  - name: text
+    dtype: string
+  default: true
+- config_name: belles_lettres
+  data_files: data/belles_lettres/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: author
+    dtype: string
+  - name: title
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: published
+    dtype: string
+  - name: copyright
+    dtype: string
+  - name: translator
+    dtype: string
+  - name: date
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: blogs
+  data_files: data/blogs/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: title
+    dtype: string
+  - name: url
+    dtype: string
+  - name: source
+    dtype: string
+  - name: date
+    dtype: string
+- config_name: comics
+  data_files: data/comics/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: title
+    dtype: string
+  - name: date
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: court
+  data_files: data/court/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+  - name: note
+    dtype: string
+- config_name: eu_docs
+  data_files: data/eu_docs/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+  - name: note
+    dtype: string
+- config_name: gov_docs
+  data_files: data/gov_docs/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+  - name: note
+    dtype: string
+- config_name: government_gazzette
+  data_files: data/government_gazzette/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+- config_name: law_eu
+  data_files: data/law_eu/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+  - name: notes
+    dtype: string
+- config_name: law_mt
+  data_files: data/law_mt/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+- config_name: legal
+  data_files: data/legal/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: source
+    dtype: string
+- config_name: nonfiction
+  data_files: data/nonfiction/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: title
+    dtype: string
+  - name: publisher
+    dtype: string
+  - name: editor
+    dtype: string
+  - name: bookref
+    dtype: string
+  - name: date
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: parliament
+  data_files: data/parliament/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: date
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: filename
+    dtype: string
+  - name: url
+    dtype: string
+  - name: note
+    dtype: string
+- config_name: press_eu
+  data_files: data/press_eu/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: title
+    dtype: string
+  - name: date
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: press_mt
+  data_files: data/press_mt/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: title
+    dtype: string
+  - name: subtitle
+    dtype: string
+  - name: date
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: speeches
+  data_files: data/speeches/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: theses
+  data_files: data/theses/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: title
+    dtype: string
+  - name: date
+    dtype: string
+  - name: source
+    dtype: string
+- config_name: umlib_oar
+  data_files: data/umlib_oar/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: categories
+    list: string
+  - name: title
+    dtype: string
+  - name: publishers
+    list: string
+  - name: filenames
+    list: string
+  - name: num_files
+    dtype: int64
+  - name: date
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: web_general
+  data_files: data/web_general/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: subcategory
+    dtype: string
+  - name: year
+    dtype: string
+  - name: source
+    dtype: string
+  - name: url
+    dtype: string
+- config_name: wiki
+  data_files: data/wiki/*.jsonl
+  features:
+  - name: text
+    list: string
+  - name: category
+    dtype: string
+  - name: title
+    dtype: string
+  - name: url
+    dtype: string
+  - name: id
+    dtype: string
 language:
 - mt
 multilinguality:
@@ -28,11 +360,25 @@ General Corpora for the Maltese Language.
 This dataset is composed of texts from various genres/domains written in Maltese.
 
 
+## Versions
+
+This dataset is updated from time to time, and the latest version is obtained unless otherwise specified.
+Consult the [changelog](CHANGELOG.md) for a detailed overview of each version released.
+
+If you want to fetch a particular version, use the [`revision` argument](https://huggingface.co/docs/datasets/main/en/package_reference/loading_methods#datasets.load_dataset.revision).
+For example, to get the data used to train [BERTu](https://huggingface.co/MLRS/BERTu), use the `4.0.0` tag:
+```python
+import datasets
+
+dataset = datasets.load_dataset("MLRS/korpus_malti", revision="4.0.0")
+```
+
+
 ## Configurations
 
 ### Shuffled data
 
-The default configuration (`"shuffled"`) yields the the entire corpus from all genres:
+The default configuration (`"shuffled"`) yields the entire corpus from all genres:
 ```python
 import datasets
 
@@ -52,6 +398,27 @@ The training/validation/testing split is what was used to train the [BERTu](http
 ### Domain-split data
 
 All other configurations contain a subset of the data.
+The available data subsets are:
+- `belles_lettres`: Literary texts, usually published and included in the corpus by permission of the copyright holder. Unfortunately these cannot be disseminated in their integral form.
+- `blogs`: Online blog articles from specific blogs, identified in advance and known to contain text written (or human-translated into) Maltese.
+- `comics`: A small set of online information about comic books in Maltese.
+- `court`: Publicly available proceedings form the courts of Malta.
+- `eu_docs`: Miscellaneous policy documents from the European Union institutions.
+- `gov_docs`: Miscellaneous policy documents from the Government of Malta.
+- `government_gazzette`: The official, publicly available gazette of the Government of Malta. The gazzette is bilingual; only the Maltese text is included.
+- `law_eu`: Miscellaneous EU laws in their official Maltese translation, obtained via the Eur-Lex repository and including the segments of the Acquis Communautaire available in the DGT translation memory.
+- `law_mt`: Maltese laws.
+- `legal`: Miscellaneous legal text.
+- `nonfiction`: Miscellaneous nonfiction, published or unpublished. Published texts are included with the permission of the copyright holder, where relevant.
+- `parliament`: The officially released transcripts of parliamentary debates of the Maltese parliament.
+- `press_eu`: Press releases in Maltese by the European Council of Ministers, European Parliament and European Commission.
+- `press_mt`: Articles in the Maltese press, sourced primarily from the online portals of Maltese newspapers.
+- `speeches`: Miscellaneous speeches in Maltese (pre-written).
+- `theses`: Academic dissertations written in Maltese.
+- `umlib_oar`: Very broad variety of nonfiction texts which are publicly available in the University of Malta Open Access Repository. Included with help and permission from the University of Malta library.
+- `web_general`: Miscellaneous text scraped from pre-identified web pages in Maltese.
+- `wiki`: The Maltese Wikipedia dump (downloaded 26th May, 2020).
+
 For instance, this loads the Wikipedia portion:
 ```python
 import datasets
@@ -64,11 +431,12 @@ An instance from these configurations would take the following form:
 ```json
 {
   "text": ["Din hija sentenza.", "U hawn oħra!"],
+  ...
 }
 ```
 
-The raw data files contain additional metadata.
-Its structure differs from one instance to another, depending on what's available from the source.
+The instances also contain additional metadata.
+Their structure differs from one instance to another, depending on what's available from the source.
 This information was typically scraped from the source itself & minimal processing is performed on such data.
 
 
@@ -76,11 +444,11 @@ This information was typically scraped from the source itself & minimal processi
 
 ### Dataset Curators
 
-The dataset was created by [Albert Gatt](https://albertgatt.github.io), [Kurt Micallef](https://www.um.edu.mt/profile/kurtmicallef), [Marc Tanti](https://www.um.edu.mt/profile/marctanti), [Lonneke van der Plas](https://sites.google.com/site/lonnekenlp/) and [Claudia Borg](https://www.um.edu.mt/profile/claudiaborg).
+The dataset was created by [Albert Gatt](https://albertgatt.github.io), [Kurt Micallef](https://www.kurtmica.com), [Marc Tanti](https://www.um.edu.mt/profile/marctanti), [Lonneke van der Plas](https://sites.google.com/site/lonnekenlp/) and [Claudia Borg](https://www.um.edu.mt/profile/claudiaborg).
 
 ### Licensing Information
 
-This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].
+This work is licensed under a [Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License][cc-by-nc-sa].
 Permissions beyond the scope of this license may be available at [https://mlrs.research.um.edu.mt/](https://mlrs.research.um.edu.mt/).
 
 [![CC BY-NC-SA 4.0][cc-by-nc-sa-image]][cc-by-nc-sa]
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diff --git a/korpus_malti.py b/korpus_malti.py
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--- a/korpus_malti.py
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-import json
-import os
-from pathlib import Path
-
-import datasets
-
-_DESCRIPTION = """\
-General Corpora for the Maltese language.
-"""
-
-_CITATION = """\
-@inproceedings{BERTu,
-    title = "Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and {BERT} Models for {M}altese",
-    author = "Micallef, Kurt  and
-              Gatt, Albert  and
-              Tanti, Marc  and
-              van der Plas, Lonneke  and
-              Borg, Claudia",
-    booktitle = "Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing",
-    month = jul,
-    year = "2022",
-    address = "Hybrid",
-    publisher = "Association for Computational Linguistics",
-    url = "https://aclanthology.org/2022.deeplo-1.10",
-    doi = "10.18653/v1/2022.deeplo-1.10",
-    pages = "90--101",
-}
-"""
-
-_HOMEPAGE = "https://mlrs.research.um.edu.mt/"
-
-_LICENSE = "Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0)"
-
-_URL = "data/"
-_SHUFFLED_URL = {
-    "train": os.path.join(_URL, "shuffled/train.txt"),
-    "validation": os.path.join(_URL, "shuffled/validation.txt"),
-    "test": os.path.join(_URL, "shuffled/test.txt"),
-}
-_SUBSET_URL_PATTERN = "{}/**/*.jsonl"
-
-
-class KorpusMalti(datasets.GeneratorBasedBuilder):
-    """Korpus Malti: General Corpora for the Maltese Language"""
-
-    VERSION = datasets.Version("4.0.0")
-
-    DEFAULT_CONFIG_NAME = "shuffled"
-
-    BUILDER_CONFIGS = [
-        datasets.BuilderConfig(name=DEFAULT_CONFIG_NAME,
-                               version=VERSION,
-                               description="The shuffled data from all subsets.",
-                               ),
-        datasets.BuilderConfig(name="belles_lettres",
-                               version=VERSION,
-                               description="Literary texts, usually published and included in the corpus by permission of the copyright holder. Unfortunately these cannot be disseminated in their integral form.",
-                               ),
-        datasets.BuilderConfig(name="blogs",
-                               version=VERSION,
-                               description="Online blog articles from specific blogs, identified in advance and known to contain text written (or human-translated into) Maltese.",
-                               ),
-        datasets.BuilderConfig(name="comics",
-                               version=VERSION,
-                               description="A small set of online information about comic books in Maltese.",
-                               ),
-        datasets.BuilderConfig(name="court",
-                               version=VERSION,
-                               description="Publicly available proceedings form the courts of Malta.",
-                               ),
-        datasets.BuilderConfig(name="eu_docs",
-                               version=VERSION,
-                               description="Miscellaneous policy documents from the European Union institutions.",
-                               ),
-        datasets.BuilderConfig(name="gov_docs",
-                               version=VERSION,
-                               description="Miscellaneous policy documents from the Government of Malta.",
-                               ),
-        datasets.BuilderConfig(name="government_gazzette",
-                               version=VERSION,
-                               description="The official, publicly available gazette of the Government of Malta. The gazzette is bilingual; only the Maltese text is included.",
-                               ),
-        datasets.BuilderConfig(name="law_eu",
-                               version=VERSION,
-                               description="Miscellaneous EU laws in their official Maltese translation, obtained via the Eur-Lex repository and including the segments of the Acquis Communautaire available in the DGT translation memory.",
-                               ),
-        datasets.BuilderConfig(name="law_mt",
-                               version=VERSION,
-                               description="Maltese laws.",
-                               ),
-        datasets.BuilderConfig(name="legal",
-                               version=VERSION,
-                               description="Miscellaneous legal text.",
-                               ),
-        datasets.BuilderConfig(name="nonfiction",
-                               version=VERSION,
-                               description="Miscellaneous nonfiction, published or unpublished. Published texts are included with the permission of the copyright holder, where relevant.",
-                               ),
-        datasets.BuilderConfig(name="parliament",
-                               version=VERSION,
-                               description="The officially released transcripts of parliamentary debates of the Maltese parliament.",
-                               ),
-        datasets.BuilderConfig(name="press_eu",
-                               version=VERSION,
-                               description="Press releases in Maltese by the European Council of Ministers, European Parliament and European Commission.",
-                               ),
-        datasets.BuilderConfig(name="press_mt",
-                               version=VERSION,
-                               description="Articles in the Maltese press, sourced primarily from the online portals of Maltese newspapers.",
-                               ),
-        datasets.BuilderConfig(name="speeches",
-                               version=VERSION,
-                               description="Miscellaneous speeches in Maltese (pre-written).",
-                               ),
-        datasets.BuilderConfig(name="theses",
-                               version=VERSION,
-                               description="Academic dissertations written in Maltese.",
-                               ),
-        datasets.BuilderConfig(name="umlib_oar",
-                               version=VERSION,
-                               description="Very broad variety of nonfiction texts which are publicly available in the University of Malta Open Access Repository. Included with help and permission from the University of Malta library.",
-                               ),
-        datasets.BuilderConfig(name="web_general",
-                               version=VERSION,
-                               description="Miscellaneous text scraped from pre-identified web pages in Maltese.",
-                               ),
-        datasets.BuilderConfig(name="wiki",
-                               version=VERSION,
-                               description="The Maltese Wikipedia dump (downloaded 26th May, 2020).",
-                               ),
-    ]
-
-    def _info(self):
-        if self.config.name == self.DEFAULT_CONFIG_NAME:
-            features = {
-                "text": datasets.Value("string"),
-            }
-        else:
-            features = {
-                "text": datasets.Sequence(datasets.Value("string")),
-            }
-
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=datasets.Features(features),
-            homepage=_HOMEPAGE,
-            citation=_CITATION,
-            license=_LICENSE,
-        )
-
-    def _split_generators(self, dl_manager):
-        if self.config.name == self.DEFAULT_CONFIG_NAME:
-            data_files = dl_manager.download_and_extract(_SHUFFLED_URL)
-            data_split = [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TRAIN,
-                    gen_kwargs={
-                        "filepath": data_files["train"],
-                    },
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.VALIDATION,
-                    gen_kwargs={
-                        "filepath": data_files["validation"],
-                    },
-                ),
-                datasets.SplitGenerator(
-                    name=datasets.Split.TEST,
-                    gen_kwargs={
-                        "filepath": data_files["test"],
-                    },
-                ),
-            ]
-        else:
-            file_pattern = _SUBSET_URL_PATTERN.format(self.config.name)
-            base_path = self.base_path or ""
-            file_paths = [path.relative_to(base_path)
-                          for path in Path(os.path.join(base_path, _URL)).glob(file_pattern)]
-
-            data_files = dl_manager.download_and_extract(file_paths)
-            data_split = [
-                datasets.SplitGenerator(
-                    name=datasets.Split.TRAIN,
-                    gen_kwargs={
-                        "filepath": data_files,
-                    },
-                ),
-            ]
-
-        return data_split
-
-    def _generate_examples(self, filepath):
-        if self.config.name == self.DEFAULT_CONFIG_NAME:
-            with open(filepath, encoding="utf-8") as file:
-                for key, line in enumerate(file):
-                    if len(line) > 0:
-                        yield key, {
-                            "text": line,
-                        }
-        else:
-            key = 0
-            for path in filepath:
-                with open(path, encoding="utf-8") as file:
-                    for line in file:
-                        data = json.loads(line)
-                        yield key, {
-                            "text": data["text"],
-                        }
-                        key += 1