diff --git a/poetry.lock b/poetry.lock
index f388dd6..3d3550b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -23,6 +23,12 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 version = "19.3.0"
 
+[package.extras]
+azure-pipelines = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "pytest-azurepipelines"]
+dev = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface", "sphinx", "pre-commit"]
+docs = ["sphinx", "zope.interface"]
+tests = ["coverage", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "zope.interface"]
+
 [[package]]
 category = "dev"
 description = "The uncompromising code formatter."
@@ -40,6 +46,9 @@ regex = "*"
 toml = ">=0.9.4"
 typed-ast = ">=1.4.0"
 
+[package.extras]
+d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+
 [[package]]
 category = "main"
 description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
@@ -57,12 +66,12 @@ description = "The AWS SDK for Python"
 name = "boto3"
 optional = false
 python-versions = "*"
-version = "1.10.28"
+version = "1.12.15"
 
 [package.dependencies]
-botocore = ">=1.13.28,<1.14.0"
+botocore = ">=1.15.15,<1.16.0"
 jmespath = ">=0.7.1,<1.0.0"
-s3transfer = ">=0.2.0,<0.3.0"
+s3transfer = ">=0.3.0,<0.4.0"
 
 [[package]]
 category = "main"
@@ -70,18 +79,15 @@ description = "Low-level, data-driven core of boto 3."
 name = "botocore"
 optional = false
 python-versions = "*"
-version = "1.13.28"
+version = "1.15.15"
 
 [package.dependencies]
 docutils = ">=0.10,<0.16"
 jmespath = ">=0.7.1,<1.0.0"
-
-[package.dependencies.python-dateutil]
-python = ">=2.7"
-version = ">=2.1,<2.8.1"
+python-dateutil = ">=2.1,<3.0.0"
 
 [package.dependencies.urllib3]
-python = ">=3.4"
+python = "<3.4.0 || >=3.5.0"
 version = ">=1.20,<1.26"
 
 [[package]]
@@ -90,7 +96,7 @@ description = "Super lightweight function registries for your library"
 name = "catalogue"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-version = "0.0.8"
+version = "1.0.0"
 
 [package.dependencies]
 [package.dependencies.importlib-metadata]
@@ -103,7 +109,7 @@ description = "Python package for providing Mozilla's CA Bundle."
 name = "certifi"
 optional = false
 python-versions = "*"
-version = "2019.9.11"
+version = "2019.11.28"
 
 [[package]]
 category = "main"
@@ -127,8 +133,8 @@ description = "Cross-platform colored terminal text."
 marker = "sys_platform == \"win32\""
 name = "colorama"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.4.1"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.4.3"
 
 [[package]]
 category = "main"
@@ -138,6 +144,15 @@ optional = false
 python-versions = "*"
 version = "2.0.3"
 
+[[package]]
+category = "main"
+description = "A backport of the dataclasses module for Python 3.6"
+marker = "python_version >= \"3.6\" and python_version < \"3.7\""
+name = "dataclasses"
+optional = false
+python-versions = ">=3.6, <3.7"
+version = "0.7"
+
 [[package]]
 category = "main"
 description = "Docutils -- Python Documentation Utilities"
@@ -148,11 +163,11 @@ version = "0.15.2"
 
 [[package]]
 category = "main"
-description = "Clean single-source support for Python 3 and 2"
-name = "future"
+description = "A platform independent file lock."
+name = "filelock"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "0.18.2"
+python-versions = "*"
+version = "3.0.12"
 
 [[package]]
 category = "main"
@@ -160,7 +175,7 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 name = "idna"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "2.8"
+version = "2.9"
 
 [[package]]
 category = "main"
@@ -168,19 +183,23 @@ description = "Read metadata from Python packages"
 marker = "python_version < \"3.8\""
 name = "importlib-metadata"
 optional = false
-python-versions = ">=2.7,!=3.0,!=3.1,!=3.2,!=3.3"
-version = "0.23"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+version = "1.5.0"
 
 [package.dependencies]
 zipp = ">=0.5"
 
+[package.extras]
+docs = ["sphinx", "rst.linker"]
+testing = ["packaging", "importlib-resources"]
+
 [[package]]
 category = "main"
 description = "JSON Matching Expressions"
 name = "jmespath"
 optional = false
 python-versions = "*"
-version = "0.9.4"
+version = "0.9.5"
 
 [[package]]
 category = "main"
@@ -188,7 +207,7 @@ description = "Lightweight pipelining: using Python functions as pipeline jobs."
 name = "joblib"
 optional = false
 python-versions = "*"
-version = "0.14.0"
+version = "0.14.1"
 
 [[package]]
 category = "main"
@@ -196,18 +215,18 @@ description = "A python module for English lemmatization and inflection."
 name = "lemminflect"
 optional = false
 python-versions = "*"
-version = "0.2.0"
+version = "0.2.1"
 
 [package.dependencies]
 numpy = "*"
 
 [[package]]
-category = "main"
+category = "dev"
 description = "More routines for operating on iterables, beyond itertools"
 name = "more-itertools"
 optional = false
-python-versions = ">=3.4"
-version = "7.2.0"
+python-versions = ">=3.5"
+version = "8.2.0"
 
 [[package]]
 category = "main"
@@ -230,6 +249,9 @@ mypy-extensions = ">=0.4.0,<0.5.0"
 typed-ast = ">=1.4.0,<1.5.0"
 typing-extensions = ">=3.7.4"
 
+[package.extras]
+dmypy = ["psutil (>=4.0)"]
+
 [[package]]
 category = "dev"
 description = "Experimental type system extensions for programs checked with the mypy typechecker."
@@ -244,7 +266,7 @@ description = "NumPy is the fundamental package for array computing with Python.
 name = "numpy"
 optional = false
 python-versions = ">=3.5"
-version = "1.17.4"
+version = "1.18.1"
 
 [[package]]
 category = "dev"
@@ -252,7 +274,7 @@ description = "Core utilities for Python packages"
 name = "packaging"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "19.2"
+version = "20.3"
 
 [package.dependencies]
 pyparsing = ">=2.0.2"
@@ -263,8 +285,8 @@ category = "dev"
 description = "Utility library for gitignore style pattern matching of file paths."
 name = "pathspec"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "0.6.0"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+version = "0.7.0"
 
 [[package]]
 category = "main"
@@ -287,6 +309,9 @@ version = "0.13.1"
 python = "<3.8"
 version = ">=0.12"
 
+[package.extras]
+dev = ["pre-commit", "tox"]
+
 [[package]]
 category = "main"
 description = "Cython hash table that trusts the keys are pre-hashed"
@@ -305,7 +330,7 @@ description = "library with cross-python path, ini-parsing, io, code, log facili
 name = "py"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-version = "1.8.0"
+version = "1.8.1"
 
 [[package]]
 category = "dev"
@@ -313,7 +338,7 @@ description = "Python parsing module"
 name = "pyparsing"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "2.4.5"
+version = "2.4.6"
 
 [[package]]
 category = "dev"
@@ -321,7 +346,7 @@ description = "pytest: simple powerful testing with Python"
 name = "pytest"
 optional = false
 python-versions = ">=3.5"
-version = "5.3.1"
+version = "5.3.5"
 
 [package.dependencies]
 atomicwrites = ">=1.0"
@@ -337,14 +362,17 @@ wcwidth = "*"
 python = "<3.8"
 version = ">=0.12"
 
+[package.extras]
+checkqa-mypy = ["mypy (v0.761)"]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+
 [[package]]
 category = "main"
 description = "Extensions to the standard Python datetime module"
-marker = "python_version >= \"2.7\""
 name = "python-dateutil"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
-version = "2.8.0"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+version = "2.8.1"
 
 [package.dependencies]
 six = ">=1.5"
@@ -355,7 +383,7 @@ description = "Alternative regular expression module, to replace re."
 name = "regex"
 optional = false
 python-versions = "*"
-version = "2019.11.1"
+version = "2020.2.20"
 
 [[package]]
 category = "main"
@@ -363,24 +391,28 @@ description = "Python HTTP for Humans."
 name = "requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "2.22.0"
+version = "2.23.0"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<3.1.0"
-idna = ">=2.5,<2.9"
+chardet = ">=3.0.2,<4"
+idna = ">=2.5,<3"
 urllib3 = ">=1.21.1,<1.25.0 || >1.25.0,<1.25.1 || >1.25.1,<1.26"
 
+[package.extras]
+security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
+socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7)", "win-inet-pton"]
+
 [[package]]
 category = "main"
 description = "An Amazon S3 Transfer Manager"
 name = "s3transfer"
 optional = false
 python-versions = "*"
-version = "0.2.1"
+version = "0.3.3"
 
 [package.dependencies]
-botocore = ">=1.12.36,<2.0.0"
+botocore = ">=1.12.36,<2.0a.0"
 
 [[package]]
 category = "main"
@@ -388,11 +420,12 @@ description = "SacreMoses"
 name = "sacremoses"
 optional = false
 python-versions = "*"
-version = "0.0.35"
+version = "0.0.38"
 
 [package.dependencies]
 click = "*"
 joblib = "*"
+regex = "*"
 six = "*"
 tqdm = "*"
 
@@ -402,15 +435,15 @@ description = "SentencePiece python wrapper"
 name = "sentencepiece"
 optional = false
 python-versions = "*"
-version = "0.1.83"
+version = "0.1.85"
 
 [[package]]
 category = "main"
 description = "Python 2 and 3 compatibility utilities"
 name = "six"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "1.13.0"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+version = "1.14.0"
 
 [[package]]
 category = "main"
@@ -434,13 +467,25 @@ srsly = ">=0.1.0,<1.1.0"
 thinc = ">=7.3.0,<7.4.0"
 wasabi = ">=0.4.0,<1.1.0"
 
+[package.extras]
+cuda = ["cupy (>=5.0.0b4)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
+ja = ["mecab-python3 (0.7)"]
+ko = ["natto-py (0.9.0)"]
+lookups = ["spacy-lookups-data (>=0.0.5)"]
+th = ["pythainlp (>=2.0)"]
+
 [[package]]
 category = "main"
 description = "Modern high-performance serialization utilities for Python"
 name = "srsly"
 optional = false
 python-versions = "*"
-version = "0.2.0"
+version = "1.0.2"
 
 [[package]]
 category = "main"
@@ -472,6 +517,23 @@ srsly = ">=0.0.6,<1.1.0"
 tqdm = ">=4.10.0,<5.0.0"
 wasabi = ">=0.0.9,<1.1.0"
 
+[package.extras]
+cuda = ["cupy (>=5.0.0b4)"]
+cuda100 = ["cupy-cuda100 (>=5.0.0b4)"]
+cuda110 = ["cupy-cuda110 (>=5.0.0b4)"]
+cuda80 = ["cupy-cuda80 (>=5.0.0b4)"]
+cuda90 = ["cupy-cuda90 (>=5.0.0b4)"]
+cuda91 = ["cupy-cuda91 (>=5.0.0b4)"]
+cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
+
+[[package]]
+category = "main"
+description = "Fast and Customizable Tokenizers"
+name = "tokenizers"
+optional = false
+python-versions = "*"
+version = "0.5.2"
+
 [[package]]
 category = "dev"
 description = "Python Library for Tom's Obvious, Minimal Language"
@@ -486,11 +548,7 @@ description = "Tensors and Dynamic neural networks in Python with strong GPU acc
 name = "torch"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-version = "1.3.1"
-
-[package.dependencies]
-future = "*"
-numpy = "*"
+version = "1.4.0"
 
 [[package]]
 category = "main"
@@ -498,24 +556,42 @@ description = "Fast, Extensible Progress Meter"
 name = "tqdm"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*"
-version = "4.39.0"
+version = "4.43.0"
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "argopt", "pydoc-markdown"]
 
 [[package]]
 category = "main"
 description = "State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch"
 name = "transformers"
 optional = false
-python-versions = "*"
-version = "2.2.0"
+python-versions = ">=3.5.0"
+version = "2.5.1"
 
 [package.dependencies]
 boto3 = "*"
+filelock = "*"
 numpy = "*"
-regex = "*"
+regex = "!=2019.12.17"
 requests = "*"
 sacremoses = "*"
 sentencepiece = "*"
-tqdm = "*"
+tokenizers = "0.5.2"
+tqdm = ">=4.27"
+
+[package.extras]
+all = ["pydantic", "uvicorn", "fastapi", "starlette", "tensorflow", "torch"]
+dev = ["pytest", "pytest-xdist", "black", "isort", "flake8", "mecab-python3", "scikit-learn", "tensorflow", "torch"]
+docs = ["recommonmark", "sphinx", "sphinx-markdown-tables", "sphinx-rtd-theme"]
+mecab = ["mecab-python3"]
+quality = ["black", "isort", "flake8"]
+serving = ["pydantic", "uvicorn", "fastapi", "starlette"]
+sklearn = ["scikit-learn"]
+testing = ["pytest", "pytest-xdist"]
+tf = ["tensorflow"]
+tf-cpu = ["tensorflow-cpu"]
+torch = ["torch"]
 
 [[package]]
 category = "dev"
@@ -523,7 +599,7 @@ description = "a fork of Python 2 and 3 ast modules with type comment support"
 name = "typed-ast"
 optional = false
 python-versions = "*"
-version = "1.4.0"
+version = "1.4.1"
 
 [[package]]
 category = "dev"
@@ -541,13 +617,17 @@ optional = false
 python-versions = "*"
 version = "1.22"
 
+[package.extras]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
+
 [[package]]
 category = "main"
 description = "A lightweight console printing and formatting toolkit"
 name = "wasabi"
 optional = false
 python-versions = "*"
-version = "0.4.0"
+version = "0.6.0"
 
 [[package]]
 category = "dev"
@@ -555,7 +635,7 @@ description = "Measures number of Terminal column cells of wide-character codes"
 name = "wcwidth"
 optional = false
 python-versions = "*"
-version = "0.1.7"
+version = "0.1.8"
 
 [[package]]
 category = "main"
@@ -563,68 +643,436 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
 marker = "python_version < \"3.8\""
 name = "zipp"
 optional = false
-python-versions = ">=2.7"
-version = "0.6.0"
+python-versions = ">=3.6"
+version = "3.1.0"
 
-[package.dependencies]
-more-itertools = "*"
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=3.2)", "rst.linker (>=1.9)"]
+testing = ["jaraco.itertools", "func-timeout"]
 
 [metadata]
-content-hash = "d2af3fe4163c5264d58659e4d329b62bdc6f1be3fe3b54ddaa888655972e0cb8"
-python-versions = ">=3.7"
-
-[metadata.hashes]
-appdirs = ["9e5896d1372858f8dd3344faf4e5014d21849c756c8d5701f78f8a103b372d92", "d8b24664561d0d34ddfaec54636d502d7cea6e29c3eaf68f3df6180863e2166e"]
-atomicwrites = ["03472c30eb2c5d1ba9227e4c2ca66ab8287fbfbbda3888aa93dc2e28fc6811b4", "75a9445bac02d8d058d5e1fe689654ba5a6556a1dfd8ce6ec55a0ed79866cfa6"]
-attrs = ["08a96c641c3a74e44eb59afb61a24f2cb9f4d7188748e76ba4bb5edfa3cb7d1c", "f7b7ce16570fe9965acd6d30101a28f62fb4a7f9e926b3bbc9b61f8b04247e72"]
-black = ["1b30e59be925fafc1ee4565e5e08abef6b03fe455102883820fe5ee2e4734e0b", "c2edb73a08e9e0e6f65a0e6af18b059b8b1cdd5bef997d7a0b181df93dc81539"]
-blis = ["03c368c9716ca814c436550a5f1e02ccf74850e613602519e3941d212e5aa177", "135450caabc8aea9bb9250329ebdf7189982d9b57d5c92789b2ba2fe52c247a7", "1402d9cbb0fbc21b749dd5b87d7ee14249e74a0ca38be6ecc56b3b356fca2f21", "26b16d6005bb2671699831b5cc699905215d1abde1ec5c1d04de7dcd9eb29f75", "3347a4b1b7d3ae14476aac9a6f7bf8ebf464863f4ebf4aea228874a7694ea240", "38fe877a4b52e762f5e137a412e3c256545a696a12ae8c40d67b8815d2bb5097", "4fb89c47ee06b58a4410a16fd5794847517262c9d2a342643475b477dfeff0a4", "77a6486b9794af01bcdfd1bc6e067c93add4b93292e6f95bf6e5ce7f98bf0163", "8aeaf6954351593a1e412f80e398aa51df588d3c0de74b9f3323b694c603381b", "d1d59faebc1c94f8f4f77154ef4b9d6d40364b111cf8fde48ee3b524c85f1075", "d69257d317e86f34a7f230a2fd1f021fd2a1b944137f40d8cdbb23bd334cd0c4", "ddd732c5274d1082fa92e2c42317587d5ebabce7741ca98120f69bd45d004b99", "f0b0dad4d6268d9dba0a65a9db12dd7a2d8686b648399e4aa1aec7550697e99e"]
-boto3 = ["21a75f1a3f85fbfcc00d691200fbe4aa71f18e98389d88401f38e35ae50825e9", "e4daa659f2aaf5664a32224cbcbbcaa9042ac657f1c64326d0e3230f967c2a30"]
-botocore = ["5a343562b52d6216dbda89b8969dcbffa4474c7df9cbe04ee7440033c1c4075b", "9b886c4fc7efe0927ea90a3e070bc7e44dc6b8a1518ece6e99ecb21f52c75831"]
-catalogue = ["98a71a99cc65eb26914fd8a3cc3027354337b870c80e9d3dc32e2c95a34e7df0", "c407a51c22f51b0f938104b6396c489145bae234386e68eb1d56326c3b3e128e"]
-certifi = ["e4f3620cfea4f83eedc95b24abd9cd56f3c4b146dd0177e83a21b4eb49e21e50", "fd7c7c74727ddcf00e9acd26bba8da604ffec95bf1c2144e67aff7a8b50e6cef"]
-chardet = ["84ab92ed1c4d4f16916e05906b6b75a6c0fb5db821cc65e70cbd64a3e2a5eaae", "fc323ffcaeaed0e0a02bf4d117757b98aed530d9ed4531e3e15460124c106691"]
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-colorama = ["05eed71e2e327246ad6b38c540c4a3117230b19679b875190486ddd2d721422d", "f8ac84de7840f5b9c4e3347b3c1eaa50f7e49c2b07596221daec5edaabbd7c48"]
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diff --git a/pyproject.toml b/pyproject.toml
index ce9d0a6..1637516 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "lmproof"
-version = "0.2.0"
+version = "0.2.1"
 description = "Language model powered proof reader for correcting contextual errors in natural language."
 authors = ["sai-prasanna <sai.r.prasanna@gmail.com>"]
 readme = "README.md"
@@ -19,12 +19,13 @@ classifiers = [
 include = ["resources/*.txt"]
 
 [tool.poetry.dependencies]
-python = ">=3.7"
+python = ">=3.6"
 spacy = ">=2.0"
 torch = ">=1.2.0"
 lemminflect = ">=0.2.0"
 transformers = ">=2.0"
 symspellpy = ">=6.0"
+dataclasses = { version = ">=0.7", python = "~3.6" }
 
 [tool.poetry.dev-dependencies]
 pytest = "*"