diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index a0380b0f40151dd3a773569f306b12c9d0469a99..0000000000000000000000000000000000000000
--- a/.gitignore
+++ /dev/null
@@ -1,163 +0,0 @@
-.history/
-
-# Byte-compiled / optimized / DLL files
-__pycache__/
-*.py[cod]
-*$py.class
-
-# C extensions
-*.so
-
-# Distribution / packaging
-.Python
-build/
-develop-eggs/
-dist/
-downloads/
-eggs/
-.eggs/
-lib/
-lib64/
-parts/
-sdist/
-var/
-wheels/
-share/python-wheels/
-*.egg-info/
-.installed.cfg
-*.egg
-MANIFEST
-
-# PyInstaller
-#  Usually these files are written by a python script from a template
-#  before PyInstaller builds the exe, so as to inject date/other infos into it.
-*.manifest
-*.spec
-
-# Installer logs
-pip-log.txt
-pip-delete-this-directory.txt
-
-# Unit test / coverage reports
-htmlcov/
-.tox/
-.nox/
-.coverage
-.coverage.*
-.cache
-nosetests.xml
-coverage.xml
-*.cover
-*.py,cover
-.hypothesis/
-.pytest_cache/
-cover/
-
-# Translations
-*.mo
-*.pot
-
-# Django stuff:
-*.log
-local_settings.py
-db.sqlite3
-db.sqlite3-journal
-
-# Flask stuff:
-instance/
-.webassets-cache
-
-# Scrapy stuff:
-.scrapy
-
-# Sphinx documentation
-docs/_build/
-
-# PyBuilder
-.pybuilder/
-target/
-
-# Jupyter Notebook
-.ipynb_checkpoints
-
-# IPython
-profile_default/
-ipython_config.py
-
-# pyenv
-#   For a library or package, you might want to ignore these files since the code is
-#   intended to run in multiple environments; otherwise, check them in:
-# .python-version
-
-# pipenv
-#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
-#   However, in case of collaboration, if having platform-specific dependencies or dependencies
-#   having no cross-platform support, pipenv may install dependencies that don't work, or not
-#   install all needed dependencies.
-#Pipfile.lock
-
-# poetry
-#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
-#   This is especially recommended for binary packages to ensure reproducibility, and is more
-#   commonly ignored for libraries.
-#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
-#poetry.lock
-
-# pdm
-#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
-#pdm.lock
-#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
-#   in version control.
-#   https://pdm.fming.dev/#use-with-ide
-.pdm.toml
-
-# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
-__pypackages__/
-
-# Celery stuff
-celerybeat-schedule
-celerybeat.pid
-
-# SageMath parsed files
-*.sage.py
-
-# Environments
-.env
-.venv
-env/
-venv/
-ENV/
-env.bak/
-venv.bak/
-
-# Spyder project settings
-.spyderproject
-.spyproject
-
-# Rope project settings
-.ropeproject
-
-# mkdocs documentation
-/site
-
-# mypy
-.mypy_cache/
-.dmypy.json
-dmypy.json
-
-# Pyre type checker
-.pyre/
-
-# pytype static type analyzer
-.pytype/
-
-# Cython debug symbols
-cython_debug/
-
-# PyCharm
-#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
-#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
-#  and can be added to the global gitignore or merged into this file.  For a more nuclear
-#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
-#.idea/
-Foo
\ No newline at end of file
diff --git a/README.md b/README.md
index 6fa13779fe85716fb890fa3366598665dea2c82f..48378ec6a480aae673ee17126b24e49ad08eb8f6 100644
--- a/README.md
+++ b/README.md
@@ -28,6 +28,371 @@ task_categories:
 - text-classification
 task_ids:
 - natural-language-inference
+dataset_info:
+- config_name: as
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 172049648
+    num_examples: 392702
+  - name: test
+    num_bytes: 2097452
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1042526
+    num_examples: 2490
+  download_size: 74371257
+  dataset_size: 175189626
+- config_name: bn
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 174095464
+    num_examples: 392702
+  - name: test
+    num_bytes: 2113149
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1044438
+    num_examples: 2490
+  download_size: 74466392
+  dataset_size: 177253051
+- config_name: gu
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 167102046
+    num_examples: 392702
+  - name: test
+    num_bytes: 2016682
+    num_examples: 5010
+  - name: validation
+    num_bytes: 992611
+    num_examples: 2490
+  download_size: 73329179
+  dataset_size: 170111339
+- config_name: hi
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 175582034
+    num_examples: 392702
+  - name: test
+    num_bytes: 2109705
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1043487
+    num_examples: 2490
+  download_size: 74840429
+  dataset_size: 178735226
+- config_name: kn
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 188780510
+    num_examples: 392702
+  - name: test
+    num_bytes: 2309807
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1139277
+    num_examples: 2490
+  download_size: 78285369
+  dataset_size: 192229594
+- config_name: ml
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 187851515
+    num_examples: 392702
+  - name: test
+    num_bytes: 2362836
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1171953
+    num_examples: 2490
+  download_size: 77263292
+  dataset_size: 191386304
+- config_name: mr
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 170752688
+    num_examples: 392702
+  - name: test
+    num_bytes: 2078079
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1028494
+    num_examples: 2490
+  download_size: 73035248
+  dataset_size: 173859261
+- config_name: or
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 173273552
+    num_examples: 392702
+  - name: test
+    num_bytes: 2135557
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1047017
+    num_examples: 2490
+  download_size: 73223669
+  dataset_size: 176456126
+- config_name: pa
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 172665273
+    num_examples: 392702
+  - name: test
+    num_bytes: 2077462
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1030309
+    num_examples: 2490
+  download_size: 73760675
+  dataset_size: 175773044
+- config_name: ta
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 206105782
+    num_examples: 392702
+  - name: test
+    num_bytes: 2520985
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1637644
+    num_examples: 3238
+  download_size: 79964341
+  dataset_size: 210264411
+- config_name: te
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 175597688
+    num_examples: 392702
+  - name: test
+    num_bytes: 2145349
+    num_examples: 5010
+  - name: validation
+    num_bytes: 1056174
+    num_examples: 2490
+  download_size: 75184880
+  dataset_size: 178799211
+configs:
+- config_name: as
+  data_files:
+  - split: train
+    path: as/train-*
+  - split: test
+    path: as/test-*
+  - split: validation
+    path: as/validation-*
+- config_name: bn
+  data_files:
+  - split: train
+    path: bn/train-*
+  - split: test
+    path: bn/test-*
+  - split: validation
+    path: bn/validation-*
+- config_name: gu
+  data_files:
+  - split: train
+    path: gu/train-*
+  - split: test
+    path: gu/test-*
+  - split: validation
+    path: gu/validation-*
+- config_name: hi
+  data_files:
+  - split: train
+    path: hi/train-*
+  - split: test
+    path: hi/test-*
+  - split: validation
+    path: hi/validation-*
+- config_name: kn
+  data_files:
+  - split: train
+    path: kn/train-*
+  - split: test
+    path: kn/test-*
+  - split: validation
+    path: kn/validation-*
+- config_name: ml
+  data_files:
+  - split: train
+    path: ml/train-*
+  - split: test
+    path: ml/test-*
+  - split: validation
+    path: ml/validation-*
+- config_name: mr
+  data_files:
+  - split: train
+    path: mr/train-*
+  - split: test
+    path: mr/test-*
+  - split: validation
+    path: mr/validation-*
+- config_name: or
+  data_files:
+  - split: train
+    path: or/train-*
+  - split: test
+    path: or/test-*
+  - split: validation
+    path: or/validation-*
+- config_name: pa
+  data_files:
+  - split: train
+    path: pa/train-*
+  - split: test
+    path: pa/test-*
+  - split: validation
+    path: pa/validation-*
+- config_name: ta
+  data_files:
+  - split: train
+    path: ta/train-*
+  - split: test
+    path: ta/test-*
+  - split: validation
+    path: ta/validation-*
+- config_name: te
+  data_files:
+  - split: train
+    path: te/train-*
+  - split: test
+    path: te/test-*
+  - split: validation
+    path: te/validation-*
 ---
 
 # Dataset Card for "IndicXNLI"
diff --git a/as/test-00000-of-00001.parquet b/as/test-00000-of-00001.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..798ea4ab1affe767b936b89aedcf0ffd043380ed
--- /dev/null
+++ b/as/test-00000-of-00001.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:568b6824d0a22c819f35181350deeb708e16a98a1b26f909c0f605e9e0f39d7f
+size 484200
diff --git a/as/train-00000-of-00001.parquet b/as/train-00000-of-00001.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5657cf8327b6d21c40ef7a1b93eff8ee93ef7b8b
--- /dev/null
+++ b/as/train-00000-of-00001.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e04da89b6d9bd7d049c8ee24703715ff8f677f48b90ccdbc6d2e49aacb443f9
+size 73644600
diff --git a/as/validation-00000-of-00001.parquet b/as/validation-00000-of-00001.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ee26af43ff50e0645b3c37b07a6705c95652056d
--- /dev/null
+++ b/as/validation-00000-of-00001.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3917bc284815a80863d459ec1a370046cc4faa0d64ad4a419c726e1b8fa1bdd3
+size 242457
diff --git a/backward/dev/xnli_as.json b/backward/dev/xnli_as.json
deleted file mode 100644
index f2759d4f1ab8292a1e14297eaf263da234e74bde..0000000000000000000000000000000000000000
--- a/backward/dev/xnli_as.json
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:11442e8d603919e1d543373c057756643b7ca9a54b666f93f45c78100e7f25e8
-size 684832
diff --git a/backward/dev/xnli_bn.json b/backward/dev/xnli_bn.json
deleted file mode 100644
index cdca2513b2f63ae4b7001254821b19eb872a19c3..0000000000000000000000000000000000000000
--- a/backward/dev/xnli_bn.json
+++ /dev/null
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-size 706477
diff --git a/backward/dev/xnli_gu.json b/backward/dev/xnli_gu.json
deleted file mode 100644
index daf00247fd42191934dd24dcc6dd348988eb9331..0000000000000000000000000000000000000000
--- a/backward/dev/xnli_gu.json
+++ /dev/null
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diff --git a/backward/dev/xnli_hi.json b/backward/dev/xnli_hi.json
deleted file mode 100644
index 40524b9f8c2f32237e345c4b9433f44bbe5e1ca7..0000000000000000000000000000000000000000
--- a/backward/dev/xnli_hi.json
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c606d78632c8f983f3a68c940f48f431d6d3aa124be99dc65e52d4fa77f70a32
-size 706470
diff --git a/backward/dev/xnli_kn.json b/backward/dev/xnli_kn.json
deleted file mode 100644
index 85c0c93b8eabdcfe5dd85270b76d234ec918df2c..0000000000000000000000000000000000000000
--- a/backward/dev/xnli_kn.json
+++ /dev/null
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-oid sha256:1d33150e7df58623d94b0afab9d168b7700d510cd5fb178bb8063e1608411ffd
-size 684836
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deleted file mode 100644
index 6d640b50f89ed374a004161e5679798c5d9cd542..0000000000000000000000000000000000000000
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deleted file mode 100644
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diff --git a/indicxnli.py b/indicxnli.py
deleted file mode 100644
index c3bb583a84fd06b02743fa7eb59c36a0fe6f9e39..0000000000000000000000000000000000000000
--- a/indicxnli.py
+++ /dev/null
@@ -1,149 +0,0 @@
-# coding=utf-8
-
-
-# Lint as: python3
-"""IndicXNLI: The Cross-Lingual NLI Corpus for Indic Languages."""
-
-
-import os
-import json
-
-import datasets
-
-
-_CITATION = """\
-@misc{https://doi.org/10.48550/arxiv.2204.08776,
-  doi = {10.48550/ARXIV.2204.08776},
-  
-  url = {https://arxiv.org/abs/2204.08776},
-  
-  author = {Aggarwal, Divyanshu and Gupta, Vivek and Kunchukuttan, Anoop},
-  
-  keywords = {Computation and Language (cs.CL), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences},
-  
-  title = {IndicXNLI: Evaluating Multilingual Inference for Indian Languages}, 
-  
-  publisher = {arXiv},
-  
-  year = {2022},
-  
-  copyright = {Creative Commons Attribution 4.0 International}
-}
-}"""
-
-_DESCRIPTION = """\
-IndicXNLI is a translated version of XNLI to 11 Indic Languages. As with XNLI, the goal is
-to predict textual entailment (does sentence A imply/contradict/neither sentence
-B) and is a classification task (given two sentences, predict one of three
-labels).
-"""
-
-_LANGUAGES = (
-    'hi',
-    'bn',
-    'mr',
-    'as',
-    'ta',
-    'te',
-    'or',
-    'ml',
-    'pa',
-    'gu',
-    'kn'
-)
-
-
-_URL = "https://huggingface.co/datasets/Divyanshu/indicxnli/resolve/main/forward"
-
-class IndicxnliConfig(datasets.BuilderConfig):
-    """BuilderConfig for XNLI."""
-
-    def __init__(self, language: str, **kwargs):
-        """BuilderConfig for XNLI.
-
-        Args:
-        language: One of hi, bn, mr, as, ta, te, or, ml, pa, gu, kn
-          **kwargs: keyword arguments forwarded to super.
-        """
-        super(IndicxnliConfig, self).__init__(**kwargs)
-        
-        self.language = language
-        self.languages = _LANGUAGES
-        
-        self._URLS = {
-            "train": os.path.join(_URL, "train", f"xnli_{self.language}.json"),
-            "test": os.path.join(_URL, "test", f"xnli_{self.language}.json"),
-            "dev": os.path.join(_URL, "dev", f"xnli_{self.language}.json")
-        }
-
-
-class Indicxnli(datasets.GeneratorBasedBuilder):
-    """IndicXNLI: The Cross-Lingual NLI Corpus for Indic Languages. Version 1.0."""
-
-    VERSION = datasets.Version("1.0.0", "")
-    BUILDER_CONFIG_CLASS = IndicxnliConfig
-    BUILDER_CONFIGS = [
-        IndicxnliConfig(
-            name=lang,
-            language=lang,
-            version=datasets.Version("1.0.0", ""),
-            description=f"Plain text import of IndicXNLI for the {lang} language",
-        )
-        for lang in _LANGUAGES
-    ]
-
-    def _info(self):
-        features = datasets.Features(
-            {
-                "premise": datasets.Value("string"),
-                "hypothesis": datasets.Value("string"),
-                "label": datasets.ClassLabel(names=["entailment", "neutral", "contradiction"]),
-            }
-        )
-        return datasets.DatasetInfo(
-            description=_DESCRIPTION,
-            features=features,
-            # No default supervised_keys (as we have to pass both premise
-            # and hypothesis as input).
-            supervised_keys=None,
-            homepage="https://github.com/divyanshuaggarwal/IndicXNLI",
-            citation=_CITATION,
-        )
-
-    def _split_generators(self, dl_manager):
-        urls_to_download = self.config._URLS
-        
-        
-        downloaded_files = dl_manager.download(urls_to_download)
-
-        return [
-            datasets.SplitGenerator(
-                name=datasets.Split.TRAIN,
-                gen_kwargs={
-                    "filepath": downloaded_files["train"],
-                    "data_format": "IndicXNLI",
-                },
-            ),
-            datasets.SplitGenerator(
-                name=datasets.Split.TEST,
-                gen_kwargs={"filepath": downloaded_files["test"], "data_format": "IndicXNLI"},
-            ),
-            datasets.SplitGenerator(
-                name=datasets.Split.VALIDATION,
-                gen_kwargs={"filepath": downloaded_files["dev"], "data_format": "IndicXNLI"},
-            ),
-        ]
-
-    def _generate_examples(self, data_format, filepath):
-        """This function returns the examples in the raw (text) form."""
-
-        with open(filepath, "r") as f:
-            data = json.load(f)
-            data = data[list(data.keys())[0]]
-
-        for idx, row in enumerate(data):
-            yield idx, {
-                "premise": row["premise"],
-                "hypothesis": row["hypothesis"],
-                "label": row["label"],
-            }
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