diff --git a/README.md b/README.md
index 6f51cb6e..9d87c5bc 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ This repository allows you to segment text into sentences or other semantic unit
 - **SaT** — [Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation](https://arxiv.org/abs/2406.16678) by Markus Frohmann, Igor Sterner, Benjamin Minixhofer, Ivan Vulić and Markus Schedl (**state-of-the-art, encouraged**).
 - **WtP** — [Where’s the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation](https://aclanthology.org/2023.acl-long.398/) by Benjamin Minixhofer, Jonas Pfeiffer and Ivan Vulić (*previous version, maintained for reproducibility*).
 
-The namesake WtP is maintained for reproducibility. Our new followup SaT provides robust, efficient and adaptable sentence segmentation across 85 languages at higher performance and less compute cost. Check out the **state-of-the-art** results in 8 distinct corpora and 85 languages demonstrated in our [Segment any Text paper](https://arxiv.org/abs/2406.16678).
+The namesake WtP is maintained for consistency. Our new followup SaT provides robust, efficient and adaptable sentence segmentation across 85 languages at higher performance and less compute cost. Check out the **state-of-the-art** results in 8 distinct corpora and 85 languages demonstrated in our [Segment any Text paper](https://arxiv.org/abs/2406.16678).
 
 ![System Figure](./configs/system-fig.png)
 
@@ -154,11 +154,9 @@ Clone the repository and install requirements:
 
 ```
 git clone https://github.com/segment-any-text/wtpsplit
-cd segment-any-text
-pip install -e .
+cd wtpsplit
 pip install -r requirements.txt
-cd adapters
-pip install -e .
+pip install adapters==0.2.1 --no-dependencies
 cd ..
 ```
 
diff --git a/requirements.txt b/requirements.txt
index 6d3536f7..33ac92b5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -18,4 +18,9 @@ cohere
 replicate
 onnx
 onnxruntime
-torchinfo
\ No newline at end of file
+torchinfo
+mosestokenizer
+cached_property
+tqdm
+skops
+pandas
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 24dd9002..49514e9b 100644
--- a/setup.py
+++ b/setup.py
@@ -17,7 +17,7 @@
         "pandas>=1",
         "cached_property",  # for Py37
         "mosestokenizer",
-        "adapters==0.2.1"
+        "adapters"
     ],
     url="https://github.com/segment-any-text/wtpsplit",
     package_data={"wtpsplit": ["data/*"]},
diff --git a/wtpsplit/evaluation/intrinsic_pairwise.py b/wtpsplit/evaluation/intrinsic_pairwise.py
index 2da00a29..46a92a24 100644
--- a/wtpsplit/evaluation/intrinsic_pairwise.py
+++ b/wtpsplit/evaluation/intrinsic_pairwise.py
@@ -22,7 +22,7 @@
 from wtpsplit.extract import PyTorchWrapper
 from wtpsplit.extract_batched import extract_batched
 from wtpsplit.utils import Constants, token_to_char_probs
-from wtpsplit.evaluation.intrinsic import compute_statistics
+from wtpsplit.evaluation.adapt import compute_statistics
 
 logger = logging.getLogger()
 logger.setLevel(logging.INFO)
diff --git a/wtpsplit/evaluation/intrinsic_ted.py b/wtpsplit/evaluation/intrinsic_ted.py
index 5840e855..9183f29a 100644
--- a/wtpsplit/evaluation/intrinsic_ted.py
+++ b/wtpsplit/evaluation/intrinsic_ted.py
@@ -18,7 +18,7 @@
 import wtpsplit.models  # noqa: F401
 from wtpsplit.evaluation import get_labels, train_mixture
 from wtpsplit.evaluation.evaluate_sepp_nlg_subtask1 import evaluate_subtask1
-from wtpsplit.evaluation.intrinsic import process_logits
+from wtpsplit.evaluation.adapt import process_logits
 from wtpsplit.extract import PyTorchWrapper, extract
 from wtpsplit.utils import Constants, sigmoid
 
diff --git a/wtpsplit/evaluation/punct_annotation_wtp.py b/wtpsplit/evaluation/punct_annotation_wtp.py
index 3d4ec76c..3a8df910 100644
--- a/wtpsplit/evaluation/punct_annotation_wtp.py
+++ b/wtpsplit/evaluation/punct_annotation_wtp.py
@@ -9,7 +9,7 @@
 import wtpsplit.models  # noqa
 from wtpsplit.extract import PyTorchWrapper
 from wtpsplit.utils import Constants
-from wtpsplit.evaluation.intrinsic import process_logits
+from wtpsplit.evaluation.adapt import process_logits
 
 
 @dataclass