diff --git a/evals/registry/data/sindarin_fluency/sindarin_nouns.jsonl b/evals/registry/data/sindarin_fluency/sindarin_nouns.jsonl
new file mode 100644
index 0000000000..a58c606737
--- /dev/null
+++ b/evals/registry/data/sindarin_fluency/sindarin_nouns.jsonl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1511df3846e871f222e7d7f00f23f2c454c1a055029203d8feaa05998486ee23
+size 41437
diff --git a/evals/registry/evals/sindarin-fluency.yaml b/evals/registry/evals/sindarin-fluency.yaml
new file mode 100644
index 0000000000..280455c2b7
--- /dev/null
+++ b/evals/registry/evals/sindarin-fluency.yaml
@@ -0,0 +1,8 @@
+sindarin-fluency:
+  id: sindarin-fluency.dev.v0
+  description: Tests the model's ability to accurately translate Sindarin to English.
+  metrics: [accuracy]
+sindarin-fluency.dev.v0:
+  class: evals.elsuite.basic.includes:Includes
+  args:
+    samples_jsonl: sindarin_fluency/sindarin_nouns.jsonl
\ No newline at end of file