diff --git a/README.md b/README.md
index 3b8e2cd..600efa4 100755
--- a/README.md
+++ b/README.md
@@ -516,7 +516,7 @@ Options:
 - **Dynamic batching:** Efficiently batch embedding computations for GPU utilization
 - **Two-level search:** Smart graph traversal that prioritizes promising nodes
 
-**Backends:** DiskANN or HNSW - pick what works for your data size.
+**Backends:** HNSW (default) for most use cases, with optional DiskANN support for billion-scale datasets.
 
 ## Benchmarks
 
@@ -536,8 +536,7 @@ Options:
 
 ```bash
 uv pip install -e ".[dev]"  # Install dev dependencies
-python benchmarks/run_evaluation.py data/indices/dpr/dpr_diskann      # DPR dataset
-python benchmarks/run_evaluation.py data/indices/rpj_wiki/rpj_wiki.index  # Wikipedia
+python benchmarks/run_evaluation.py    # Will auto-download evaluation data and run benchmarks
 ```
 
 The evaluation script downloads data automatically on first run. The last three results were tested with partial personal data, and you can reproduce them with your own data!