diff --git a/README.md b/README.md
index 0499aca..d67d658 100644
--- a/README.md
+++ b/README.md
@@ -13,23 +13,16 @@ A Python package that makes it easy to use sequence-to-sequence (seq2seq) learni
 
 This repository requires Python 3.7.1 or later. The preferred way to install is via pip:
 
-```
-pip install seq2rel
+
+```bash
+pip install git+https://github.com/JohnGiorgi/seq2rel.git
 ```
 
 If you need pointers on setting up an appropriate Python environment, please see the [AllenNLP install instructions](https://github.com/allenai/allennlp#installing-via-pip).
 
 ### Installing from source
 
-You can also install from source. 
-
-Using `pip`:
-
-```
-pip install git+https://github.com/JohnGiorgi/seq2rel
-```
-
-Using [Poetry](https://python-poetry.org/):
+You can also install from source using [Poetry](https://python-poetry.org/):
 
 ```bash
 # Install poetry for your system: https://python-poetry.org/docs/#installation
diff --git a/poetry.lock b/poetry.lock
index a625af7..f485566 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -303,14 +303,14 @@ numpy = ">=1.15.0"
 
 [[package]]
 name = "boto3"
-version = "1.21.5"
+version = "1.21.7"
 description = "The AWS SDK for Python"
 category = "main"
 optional = false
 python-versions = ">= 3.6"
 
 [package.dependencies]
-botocore = ">=1.24.5,<1.25.0"
+botocore = ">=1.24.7,<1.25.0"
 jmespath = ">=0.7.1,<1.0.0"
 s3transfer = ">=0.5.0,<0.6.0"
 
@@ -319,7 +319,7 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.24.5"
+version = "1.24.7"
 description = "Low-level, data-driven core of boto 3."
 category = "main"
 optional = false
@@ -698,7 +698,7 @@ dev = ["nbdev (>=1.0.22,<2)", "ipywidgets", "pytorch-lightning", "pytorch-ignite
 
 [[package]]
 name = "fastcore"
-version = "1.3.27"
+version = "1.3.29"
 description = "Python supercharged for fastai development"
 category = "main"
 optional = false
@@ -955,7 +955,7 @@ testing = ["pytest"]
 
 [[package]]
 name = "google-resumable-media"
-version = "2.2.1"
+version = "2.3.0"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 category = "main"
 optional = false
@@ -970,7 +970,7 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.54.0"
+version = "1.55.0"
 description = "Common protobufs used in Google APIs"
 category = "main"
 optional = false
@@ -1117,7 +1117,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
 
 [[package]]
 name = "ipython"
-version = "7.31.1"
+version = "7.32.0"
 description = "IPython: Productive Interactive Computing"
 category = "main"
 optional = false
@@ -2362,7 +2362,7 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "s3transfer"
-version = "0.5.1"
+version = "0.5.2"
 description = "An Amazon S3 Transfer Manager"
 category = "main"
 optional = false
@@ -2420,6 +2420,14 @@ python-versions = ">=3.7"
 [package.dependencies]
 numpy = ">=1.16.5"
 
+[[package]]
+name = "semver"
+version = "2.13.0"
+description = "Python helper for Semantic Versioning (http://semver.org/)"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
 [[package]]
 name = "send2trash"
 version = "1.8.0"
@@ -2615,7 +2623,7 @@ transformers = ["spacy-transformers (>=1.1.2,<1.2.0)"]
 
 [[package]]
 name = "spacy-legacy"
-version = "3.0.8"
+version = "3.0.9"
 description = "Legacy registered functions for spaCy backwards compatibility"
 category = "main"
 optional = false
@@ -2645,7 +2653,7 @@ catalogue = ">=2.0.3,<2.1.0"
 
 [[package]]
 name = "streamlit"
-version = "1.5.1"
+version = "1.6.0"
 description = "The fastest way to build data apps in Python"
 category = "dev"
 optional = false
@@ -2660,6 +2668,7 @@ blinker = "*"
 cachetools = ">=4.0"
 click = ">=7.0"
 gitpython = "!=3.1.19"
+importlib-metadata = ">=1.4"
 numpy = "*"
 packaging = "*"
 pandas = ">=0.21.0"
@@ -2670,6 +2679,7 @@ pydeck = ">=0.1.dev5"
 pympler = ">=0.9"
 python-dateutil = "*"
 requests = "*"
+semver = "*"
 toml = "*"
 tornado = ">=5.0"
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
@@ -2732,14 +2742,14 @@ test = ["pytest"]
 
 [[package]]
 name = "testpath"
-version = "0.5.0"
+version = "0.6.0"
 description = "Test utilities for code working with files and commands"
 category = "main"
 optional = false
 python-versions = ">= 3.5"
 
 [package.extras]
-test = ["pytest", "pathlib2"]
+test = ["pytest"]
 
 [[package]]
 name = "thinc"
@@ -3121,11 +3131,11 @@ python-versions = "*"
 
 [[package]]
 name = "xxhash"
-version = "2.0.2"
+version = "3.0.0"
 description = "Python binding for xxHash"
 category = "main"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "yarl"
@@ -3406,12 +3416,12 @@ blis = [
     {file = "blis-0.7.6.tar.gz", hash = "sha256:fe97b10f68a1c7b54c0e54beada84e18f4efb68dd40c906fb8748f5114743ec6"},
 ]
 boto3 = [
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-    {file = "boto3-1.21.5.tar.gz", hash = "sha256:a07b466458a537a548ea8ce7032cfe3818d7d57e7087562ca44848aa369e9df7"},
+    {file = "boto3-1.21.7-py3-none-any.whl", hash = "sha256:af92931f65e33e7450c3389c6cc6ab6b3e2f619697ea5566aacc0f16f3b21f61"},
+    {file = "boto3-1.21.7.tar.gz", hash = "sha256:8f59383fe578ac9107466a464d7198933e5332d85a4790f2e01cf24a4a7f635b"},
 ]
 botocore = [
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-    {file = "botocore-1.24.5.tar.gz", hash = "sha256:10445743cb7a812ec34b0bca8366a830647d1d05c1bbbe4167d0ae872f45219d"},
+    {file = "botocore-1.24.7-py3-none-any.whl", hash = "sha256:a34118bfadc02903ab404148822fe5a6de7a3bb58943f1a6a19cc8b0446d2a50"},
+    {file = "botocore-1.24.7.tar.gz", hash = "sha256:5d1a2a2ac72461bbaa79317b3e4cb72c7ebb315aef184d90f72ec1f6dba0ca6c"},
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 cached-path = [
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@@ -3663,8 +3673,8 @@ fastai = [
     {file = "fastai-2.5.3.tar.gz", hash = "sha256:0cae50617979b052f0ed7337800e6814ee346b792203cf48305709c935e8eeb7"},
 ]
 fastcore = [
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-    {file = "fastcore-1.3.27.tar.gz", hash = "sha256:0161f538d5b913932869a46bb90e98193eee79b8798b566272a394f7ef957243"},
+    {file = "fastcore-1.3.29-py3-none-any.whl", hash = "sha256:6aac9db4df6dd30ab240d46943ce5ee0407e006769399dade6f12896e5623d06"},
+    {file = "fastcore-1.3.29.tar.gz", hash = "sha256:e37c729ab35f2e68f9a4c4a3308da947d3dd799126200e4b5a5c58121ebec261"},
 ]
 fastdownload = [
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@@ -3832,12 +3842,12 @@ google-crc32c = [
     {file = "google_crc32c-1.3.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:7f6fe42536d9dcd3e2ffb9d3053f5d05221ae3bbcefbe472bdf2c71c793e3183"},
 ]
 google-resumable-media = [
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-    {file = "google_resumable_media-2.2.1-py2.py3-none-any.whl", hash = "sha256:fd616af31b83d48da040c8c09b6994606e1734efb8af9acc97cf5d6070e9ba72"},
+    {file = "google-resumable-media-2.3.0.tar.gz", hash = "sha256:1a7dce5790b04518edc02c2ce33965556660d64957106d66a945086e2b642572"},
+    {file = "google_resumable_media-2.3.0-py2.py3-none-any.whl", hash = "sha256:36dc2f7201ee1cb360ef502187aa4e1f2b6ec4467fcee92e08a8cf165e36f587"},
 ]
 googleapis-common-protos = [
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-    {file = "googleapis_common_protos-1.54.0-py2.py3-none-any.whl", hash = "sha256:e54345a2add15dc5e1a7891c27731ff347b4c33765d79b5ed7026a6c0c7cbcae"},
+    {file = "googleapis-common-protos-1.55.0.tar.gz", hash = "sha256:53eb313064738f45d5ac634155ae208e121c963659627b90dfcb61ef514c03e1"},
+    {file = "googleapis_common_protos-1.55.0-py2.py3-none-any.whl", hash = "sha256:183bb0356bd614c4330ad5158bc1c1bcf9bcf7f5e7f911317559fe209496eeee"},
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 h5py = [
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@@ -3886,8 +3896,8 @@ ipykernel = [
     {file = "ipykernel-6.9.1.tar.gz", hash = "sha256:f95070a2dfd3147f8ab19f18ee46733310813758593745e07ec18fb08b409f1d"},
 ]
 ipython = [
-    {file = "ipython-7.31.1-py3-none-any.whl", hash = "sha256:55df3e0bd0f94e715abd968bedd89d4e8a7bce4bf498fb123fed4f5398fea874"},
-    {file = "ipython-7.31.1.tar.gz", hash = "sha256:b5548ec5329a4bcf054a5deed5099b0f9622eb9ea51aaa7104d215fece201d8c"},
+    {file = "ipython-7.32.0-py3-none-any.whl", hash = "sha256:86df2cf291c6c70b5be6a7b608650420e89180c8ec74f376a34e2dc15c3400e7"},
+    {file = "ipython-7.32.0.tar.gz", hash = "sha256:468abefc45c15419e3c8e8c0a6a5c115b2127bafa34d7c641b1d443658793909"},
 ]
 ipython-genutils = [
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@@ -4932,8 +4942,8 @@ rsa = [
     {file = "rsa-4.8.tar.gz", hash = "sha256:5c6bd9dc7a543b7fe4304a631f8a8a3b674e2bbfc49c2ae96200cdbe55df6b17"},
 ]
 s3transfer = [
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-    {file = "s3transfer-0.5.1.tar.gz", hash = "sha256:69d264d3e760e569b78aaa0f22c97e955891cd22e32b10c51f784eeda4d9d10a"},
+    {file = "s3transfer-0.5.2-py3-none-any.whl", hash = "sha256:7a6f4c4d1fdb9a2b640244008e142cbc2cd3ae34b386584ef044dd0f27101971"},
+    {file = "s3transfer-0.5.2.tar.gz", hash = "sha256:95c58c194ce657a5f4fb0b9e60a84968c808888aed628cd98ab8771fe1db98ed"},
 ]
 sacremoses = [
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@@ -4993,6 +5003,10 @@ scipy = [
     {file = "scipy-1.6.1-cp39-cp39-win_amd64.whl", hash = "sha256:a5193a098ae9f29af283dcf0041f762601faf2e595c0db1da929875b7570353f"},
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 ]
+semver = [
+    {file = "semver-2.13.0-py2.py3-none-any.whl", hash = "sha256:ced8b23dceb22134307c1b8abfa523da14198793d9787ac838e70e29e77458d4"},
+    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
+]
 send2trash = [
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@@ -5099,8 +5113,8 @@ spacy = [
     {file = "spacy-3.2.2.tar.gz", hash = "sha256:b3d9a361e1e3c1c1ad0f7f244f2687face420fe2d642d92989cd357944a7d70f"},
 ]
 spacy-legacy = [
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+    {file = "spacy-legacy-3.0.9.tar.gz", hash = "sha256:4f7dcbc4e6c8e8cb4eadbb009f9c0a1a2a67442e0032c8d6776c9470c3759903"},
+    {file = "spacy_legacy-3.0.9-py2.py3-none-any.whl", hash = "sha256:dfd58b0cc65b3596cb06f7b95e7bf4fff34668297c59eb179eb050db07b199df"},
 ]
 spacy-loggers = [
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@@ -5125,8 +5139,8 @@ srsly = [
     {file = "srsly-2.4.2.tar.gz", hash = "sha256:2aba252292767875086adf4e4380e27b024d73655456f796f8e07eb3a4dfacc0"},
 ]
 streamlit = [
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-    {file = "streamlit-1.5.1.tar.gz", hash = "sha256:94f6dc49a607a2fa909ee286d2120769b69af1899573bc56568301eee0b3b76a"},
+    {file = "streamlit-1.6.0-py2.py3-none-any.whl", hash = "sha256:daf394e824b070e157d78651926dfcabbc9ecbdfa6898c0c161fad9e41f1e8db"},
+    {file = "streamlit-1.6.0.tar.gz", hash = "sha256:f7253189ef29e5e968458237440cf511a4a29b42a812c7c785998106c3ee9108"},
 ]
 tempora = [
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@@ -5144,8 +5158,8 @@ terminado = [
     {file = "terminado-0.13.1.tar.gz", hash = "sha256:5b82b5c6e991f0705a76f961f43262a7fb1e55b093c16dca83f16384a7f39b7b"},
 ]
 testpath = [
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-    {file = "testpath-0.5.0.tar.gz", hash = "sha256:1acf7a0bcd3004ae8357409fc33751e16d37ccc650921da1094a86581ad1e417"},
+    {file = "testpath-0.6.0-py3-none-any.whl", hash = "sha256:8ada9f80a2ac6fb0391aa7cdb1a7d11cfa8429f693eda83f74dde570fe6fa639"},
+    {file = "testpath-0.6.0.tar.gz", hash = "sha256:2f1b97e6442c02681ebe01bd84f531028a7caea1af3825000f52345c30285e0f"},
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 thinc = [
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@@ -5396,70 +5410,60 @@ word2number = [
     {file = "word2number-1.1.zip", hash = "sha256:70e27a5d387f67b04c71fbb7621c05930b19bfd26efd6851e6e0f9969dcde7d0"},
 ]
 xxhash = [
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-    {file = "xxhash-2.0.2-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:43fd97f332bd581639bb99fe8f09f7e9113d49cad4d21bef0620867f92c802c6"},
-    {file = "xxhash-2.0.2-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:6e5058c3fa5b42ded9a303f1a5a42d3ff732cb54c108424c63e993fc3379513c"},
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 yarl = [
     {file = "yarl-1.7.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f2a8508f7350512434e41065684076f640ecce176d262a7d54f0da41d99c5a95"},
diff --git a/pyproject.toml b/pyproject.toml
index 7af9f6d..c8d0cf5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,5 +73,5 @@ exclude = '''
 '''
 
 [build-system]
-requires = ["poetry-core>=1.1.13"]
-build-backend = "poetry.core.masonry.api"
+requires = ["poetry"]
+build-backend = "poetry.masonry.api"