diff --git a/CHANGELOG.md b/CHANGELOG.md
index dd578723..ca6de97d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,16 +3,19 @@
 This changelog follows the specifications detailed in: [Keep a Changelog](https://keepachangelog.com/en/1.0.0/).
 This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html), although we have not yet reached a `1.0.0` release.
 
-## Unreleased
+## 0.5.1
 
 ### Changed
 
 * Updated Hybrid Kaleido ADM to optionally (on by default) use alignment_utils to support distribution based alignment
 * Refactored outlines_adm to break out action parameter completion into separate functions for reuse
+* Update README ADM invocation examples for the dry run evaluation (DRE)
 
 ### Added
 
 * Added support for 'precision' in model_kwargs for outlines based adms (expecting either 'full' or 'half')
+* Add option to save per scenario x alignment target unstructured outputs (useful for "eval" TA3 session types)
+* Added DRE experiment configurations
 
 ### Fixed
 
@@ -21,6 +24,7 @@ This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.htm
 * In outlines_adm ensure that already visited characters can't be selected again for assessment actions
 * In outlines_adm ensure MOVE_TO specifies character ID
 * In run_align_sytem CLI, don't allow unseen characters except for MOVE_TO and MOVE_TO_EVAC actions
+* Typo fix for Quality of Life KDMA description
 
 ## 0.5.0
 
diff --git a/README.md b/README.md
index 6fa8f655..b7b75f1e 100644
--- a/README.md
+++ b/README.md
@@ -112,28 +112,38 @@ captured in a new configuration file.  We manage these experiments in
 delivered ADMs for the Metrics Evaluation (both to run on training
 data, and eval data).
 
-## Metrics Evaluation ADM Invocations
+## Dry Run Evaluation ADM Invocations
 
-Note that to override the API endpoint for the metrics evaluation
-ADMs, you can append `interface.api_endpoint='http://127.0.0.1:8080'`
-to the command line arguments, setting the value to the correct URL.
+We've specified Hydra experiments for the Dry Run Evaluation ADMs.
+Note that by default these configurations attempt to connect to
+`https://darpaitm.caci.com` as the TA3 API endpoint, but this can be
+overridden with `interface.api_endpoint='http://127.0.0.1:8080'` on
+the command line.
+
+### Random ADM
+
+(Good candidate for a smoketest)
+
+```
+run_align_system +experiment=dry_run_evaluation/random_eval_live
+```
 
 ### Baseline ADM
 
 ```
-run_align_system +experiment=metrics_refinement_evaluation/single_kdma_baseline_eval
+run_align_system +experiment=dry_run_evaluation/outlines_baseline_eval_live
 ```
 
-### Aligned ADM 1 (Single KDMA ADM)
+### Aligned ADM 1 (Comparative Regression + ICL + Template ADM)
 
 ```
-run_align_system +experiment=metrics_refinement_evaluation/single_kdma_aligned_eval
+run_align_system +experiment=dry_run_evaluation/comparative_regression_icl_template_eval_live
 ```
 
-### Aligned ADM 2 (Hybrid Kaleido ADM)
+### Aligned ADM 2 (Hybrid Regression ADM)
 
 ```
-run_align_system +experiment=metrics_refinement_evaluation/hybrid_kaleido_eval
+run_align_system +experiment=dry_run_evaluation/hybrid_regression_eval_live
 ```
 
 ## Implementing a new ADM
diff --git a/pyproject.toml b/pyproject.toml
index 7e2d9d3e..9bf9672b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "align-system"
-version = "0.5.0"
+version = "0.5.1"
 description = ""
 authors = ["David Joy <10147749+dmjoy@users.noreply.github.com>"]
 readme = "README.md"