diff --git a/site/en/README.md b/site/en/README.md
index 28dc0cce7d4..bf15fa09459 100644
--- a/site/en/README.md
+++ b/site/en/README.md
@@ -1,50 +1,44 @@
-# TensorFlow docs
+# TensorFlow Documentation
 
-These are the source files for the core TensorFlow
-[guide](https://www.tensorflow.org/guide),
-[tutorials](https://www.tensorflow.org/tutorials), and other technical docs.
-Please read the
-[contributor guide](https://www.tensorflow.org/community/contribute)
-to submit patches to the TensorFlow documentation and code.
+Welcome to the source files for the core TensorFlow documentation, including guides, tutorials, and other technical resources. 
 
-## TensorFlow ecosystem projects
+To contribute to this documentation and codebase, please read the [Contributor Guide](https://www.tensorflow.org/community/contribute).
 
-In addition to the core TensorFlow docs,
-[tensorflow.org](https://www.tensorflow.org) hosts documentation for many
-[libraries and extensions](https://www.tensorflow.org/resources/libraries-extensions).
-These docs are sourced from separate project repos and where pull requests can
-be sent. The following is a list of TensorFlow documentation projects published
-on the website and a link to their source files:
+## TensorFlow Ecosystem Projects
 
-tensorflow.org project | GitHub docs location
------------------------|---------------------
-[/addons](https://www.tensorflow.org/addons) | https://github.com/tensorflow/addons/tree/master/docs
-[/agents](https://www.tensorflow.org/agents) | https://github.com/tensorflow/agents/tree/master/docs
-[/cloud](https://www.tensorflow.org/cloud) | https://github.com/tensorflow/cloud/tree/master/g3doc
-[/datasets](https://www.tensorflow.org/datasets) | https://github.com/tensorflow/datasets/tree/master/docs
-[/decision_forests](https://www.tensorflow.org/decision_forests) | https://github.com/tensorflow/decision-forests/tree/main/documentation
-[/federated](https://www.tensorflow.org/federated) | https://github.com/tensorflow/federated/tree/main/docs
-[/graphics](https://www.tensorflow.org/graphics) | https://github.com/tensorflow/graphics/tree/master/tensorflow_graphics/g3doc
-[/hub](https://www.tensorflow.org/hub) | https://github.com/tensorflow/hub/tree/master/docs
-[/io](https://www.tensorflow.org/io) | https://github.com/tensorflow/io/tree/master/docs/
-[/js](https://www.tensorflow.org/js) | https://github.com/tensorflow/tfjs-website/tree/master/docs
-[/jvm](https://www.tensorflow.org/jvm) | https://github.com/tensorflow/java/tree/master/docs
-[/lattice](https://www.tensorflow.org/lattice) | https://github.com/tensorflow/lattice/tree/master/docs
-[/lite](https://www.tensorflow.org/lite) | https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/g3doc
-[/mlir](https://www.tensorflow.org/mlir) | https://github.com/tensorflow/tensorflow/tree/master/tensorflow/compiler/mlir/g3doc
-[/model_optimization](https://www.tensorflow.org/model_optimization) | https://github.com/tensorflow/model-optimization/tree/master/tensorflow_model_optimization/g3doc
-[/neural_structured_learning](https://www.tensorflow.org/neural_structured_learning) | https://github.com/tensorflow/neural-structured-learning/tree/master/g3doc
-[/probability](https://www.tensorflow.org/probability) | https://github.com/tensorflow/probability/tree/main/tensorflow_probability/g3doc
-[/quantum](https://www.tensorflow.org/quantum) | https://github.com/tensorflow/quantum/tree/master/docs
-[/ranking](https://www.tensorflow.org/ranking) | https://github.com/tensorflow/ranking/tree/master/docs
-[/recommenders](https://www.tensorflow.org/recommenders) | https://github.com/tensorflow/recommenders/tree/main/docs
-[/responsible_ai/fairness_indicators](https://www.tensorflow.org/responsible_ai/fairness_indicators/guide) | https://github.com/tensorflow/fairness-indicators/tree/master/g3doc
-[/responsible_ai/model_card_toolkit](https://www.tensorflow.org/responsible_ai/model_card_toolkit/guide) | https://github.com/tensorflow/model-card-toolkit/tree/main/model_card_toolkit/documentation
-[/responsible_ai/model_remediation](https://www.tensorflow.org/responsible_ai/model_remediation) | https://github.com/tensorflow/model-remediation/tree/master/docs
-[/responsible_ai/privacy](https://www.tensorflow.org/responsible_ai/privacy/guide) | https://github.com/tensorflow/privacy/tree/master/g3doc
-[/tensorboard](https://www.tensorflow.org/tensorboard) | https://github.com/tensorflow/tensorboard/tree/master/docs
-[/guide/keras](https://www.tensorflow.org/guide/keras/) | https://github.com/keras-team/keras-io/tree/master/guides
-[/text](https://www.tensorflow.org/text) | https://github.com/tensorflow/text/tree/master/docs
-[/tfx](https://www.tensorflow.org/tfx) | https://github.com/tensorflow/tfx/tree/master/docs
-[/tfx/guide/serving](https://www.tensorflow.org/tfx/guide/serving) | https://github.com/tensorflow/serving/tree/master/tensorflow_serving/g3doc
-[/xla](https://www.tensorflow.org/xla) | https://github.com/tensorflow/tensorflow/tree/master/tensorflow/compiler/xla/g3doc
+In addition to the core TensorFlow docs, the [TensorFlow website](https://www.tensorflow.org) hosts documentation for various libraries and extensions. These docs are sourced from individual project repositories, where pull requests can be submitted.
+
+Here is a list of TensorFlow documentation projects hosted on the website along with links to their source files:
+
+| TensorFlow Project           | GitHub Docs Location                                                       |
+|------------------------------|---------------------------------------------------------------------------|
+| [Addons](https://www.tensorflow.org/addons)                 | [GitHub: tensorflow/addons](https://github.com/tensorflow/addons/tree/master/docs)             |
+| [Agents](https://www.tensorflow.org/agents)               | [GitHub: tensorflow/agents](https://github.com/tensorflow/agents/tree/master/docs)             |
+| [Cloud](https://www.tensorflow.org/cloud)                 | [GitHub: tensorflow/cloud](https://github.com/tensorflow/cloud/tree/master/g3doc)              |
+| [Datasets](https://www.tensorflow.org/datasets)           | [GitHub: tensorflow/datasets](https://github.com/tensorflow/datasets/tree/master/docs)         |
+| [Decision Forests](https://www.tensorflow.org/decision_forests) | [GitHub: tensorflow/decision-forests](https://github.com/tensorflow/decision-forests/tree/main/documentation) |
+| [Federated](https://www.tensorflow.org/federated)         | [GitHub: tensorflow/federated](https://github.com/tensorflow/federated/tree/main/docs)         |
+| [Graphics](https://www.tensorflow.org/graphics)           | [GitHub: tensorflow/graphics](https://github.com/tensorflow/graphics/tree/master/tensorflow_graphics/g3doc) |
+| [Hub](https://www.tensorflow.org/hub)                     | [GitHub: tensorflow/hub](https://github.com/tensorflow/hub/tree/master/docs)                   |
+| [IO](https://www.tensorflow.org/io)                       | [GitHub: tensorflow/io](https://github.com/tensorflow/io/tree/master/docs/)                     |
+| [JS](https://www.tensorflow.org/js)                       | [GitHub: tensorflow/tfjs-website](https://github.com/tensorflow/tfjs-website/tree/master/docs) |
+| [JVM](https://www.tensorflow.org/jvm)                     | [GitHub: tensorflow/java](https://github.com/tensorflow/java/tree/master/docs)                 |
+| [Lattice](https://www.tensorflow.org/lattice)             | [GitHub: tensorflow/lattice](https://github.com/tensorflow/lattice/tree/master/docs)           |
+| [Lite](https://www.tensorflow.org/lite)                   | [GitHub: tensorflow/tensorflow](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/lite/g3doc) |
+| [MLIR](https://www.tensorflow.org/mlir)                   | [GitHub: tensorflow/tensorflow](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/compiler/mlir/g3doc) |
+| [Model Optimization](https://www.tensorflow.org/model_optimization) | [GitHub: tensorflow/model-optimization](https://github.com/tensorflow/model-optimization/tree/master/tensorflow_model_optimization/g3doc) |
+| [Neural Structured Learning](https://www.tensorflow.org/neural_structured_learning) | [GitHub: tensorflow/neural-structured-learning](https://github.com/tensorflow/neural-structured-learning/tree/master/g3doc) |
+| [Probability](https://www.tensorflow.org/probability)     | [GitHub: tensorflow/probability](https://github.com/tensorflow/probability/tree/main/tensorflow_probability/g3doc) |
+| [Quantum](https://www.tensorflow.org/quantum)             | [GitHub: tensorflow/quantum](https://github.com/tensorflow/quantum/tree/master/docs)           |
+| [Ranking](https://www.tensorflow.org/ranking)             | [GitHub: tensorflow/ranking](https://github.com/tensorflow/ranking/tree/master/docs)           |
+| [Recommenders](https://www.tensorflow.org/recommenders)   | [GitHub: tensorflow/recommenders](https://github.com/tensorflow/recommenders/tree/main/docs)   |
+| [Responsible AI - Fairness Indicators](https://www.tensorflow.org/responsible_ai/fairness_indicators/guide) | [GitHub: tensorflow/fairness-indicators](https://github.com/tensorflow/fairness-indicators/tree/master/g3doc) |
+| [Responsible AI - Model Card Toolkit](https://www.tensorflow.org/responsible_ai/model_card_toolkit/guide) | [GitHub: tensorflow/model-card-toolkit](https://github.com/tensorflow/model-card-toolkit/tree/main/model_card_toolkit/documentation) |
+| [Responsible AI - Model Remediation](https://www.tensorflow.org/responsible_ai/model_remediation) | [GitHub: tensorflow/model-remediation](https://github.com/tensorflow/model-remediation/tree/master/docs) |
+| [Responsible AI - Privacy](https://www.tensorflow.org/responsible_ai/privacy/guide) | [GitHub: tensorflow/privacy](https://github.com/tensorflow/privacy/tree/master/g3doc)         |
+| [TensorBoard](https://www.tensorflow.org/tensorboard)     | [GitHub: tensorflow/tensorboard](https://github.com/tensorflow/tensorboard/tree/master/docs)   |
+| [Guide to Keras](https://www.tensorflow.org/guide/keras/) | [GitHub: keras-team/keras-io](https://github.com/keras-team/keras-io/tree/master/guides)       |
+| [Text](https://www.tensorflow.org/text)                   | [GitHub: tensorflow/text](https://github.com/tensorflow/text/tree/master/docs)                 |
+| [TFX](https://www.tensorflow.org/tfx)                     | [GitHub: tensorflow/tfx](https://github.com/tensorflow/tfx/tree/master/docs)                   |
+| [TFX Serving Guide](https://www.tensorflow.org/tfx/guide/serving) | [GitHub: tensorflow/serving](https://github.com/tensorflow/serving/tree/master/tensorflow_serving/g3doc) |
+| [XLA](https://www.tensorflow.org/xla)                     | [GitHub: tensorflow/tensorflow](https://github.com/tensorflow/tensorflow/tree/master/tensorflow/compiler/xla/g3doc) |
diff --git a/site/en/tutorials/text/index.md b/site/en/tutorials/text/index.md
index 5f8e5b0e36c..324d2e9e2ed 100644
--- a/site/en/tutorials/text/index.md
+++ b/site/en/tutorials/text/index.md
@@ -50,13 +50,7 @@ understand most of KerasNLP.
 
 ## TensorFlow Text
 
-KerasNLP provides high-level text processing modules that are available as
-layers or models. If you need access to lower-level tools, you can use
-[TensorFlow Text](https://www.tensorflow.org/text/guide/tf_text_intro).
-TensorFlow Text provides operations and libraries to help you work with raw text
-strings and documents. TensorFlow Text can perform the preprocessing regularly
-required by text-based models, and it also includes other features useful for
-sequence modeling.
+KerasNLP offers high-level text processing modules that are available as layers or models. If you require access to lower-level tools, you can use TensorFlow Text. TensorFlow Text provides a range of operations and libraries designed to work with raw text strings and documents. It handles the preprocessing commonly required by text-based models, and also includes additional features that are beneficial for sequence modeling.
 
 Using TensorFlow Text, you can do the following: