diff --git a/evals/registry/evals/05_scipaper_biochart.yaml b/evals/registry/evals/05_scipaper_biochart.yaml
new file mode 100644
index 0000000000..c48ee82d52
--- /dev/null
+++ b/evals/registry/evals/05_scipaper_biochart.yaml
@@ -0,0 +1,9 @@
+biochart:
+  id: biochart.test.v1
+  metrics: [accuracy]
+  description: Test the model's ability to understand the figure from literature.
+
+biochart.test.v1:
+  class: evals.elsuite.rag_match_fuzzy:RAGMatch
+  args:
+    samples_jsonl: 05_biochart/samples_single_gemini.jsonl
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