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@@ -184,13 +184,14 @@ Reported numbers use the methodology described above.
 ### Quantitative Results (Inference Performance)
 
 #### Metrics reported
-- **System Output Throughput**: Mean output tokens per second across all concurrent requests over the benchmarking phase.
-- **End-to-End Latency per Query:** Median end-to-end response time for each query from the time the query is sent. 
-- **Output Speed per Query:** Median output tokens per second after the first token is received for each query.
-- **Time to first token (TTFT):** Median
-- **Estimated Peak Memory Usage:** KV cache utilization is monitored during the phase and we estimate memory usage as follows: $model\_ weights_{gb} + kv\_ cache_{usage\_pct} × (nvml\_used_{gb} − model\_ weights_{gb})$
-- **Model weights:** 
-**Summary of improvements:** Little Lamb shows a slight improvement in performance with respect to the original Qwen Model. This is expected as for such small models, VRAM usage is dominated by KV cache and not model weights.
+- **System Output Throughput (higher is better)**: Mean output tokens per second across all concurrent requests over the benchmarking phase.
+- **End-to-End Latency per Query (lower is better):** Median end-to-end response time for each query from the time the query is sent. 
+- **Output Speed per Query (higher is better):** Median output tokens per second after the first token is received for each query.
+- **Time to first token (TTFT) (lower is better):** Median
+- **Estimated Peak Memory Usage (lower is better):** KV cache utilization is monitored during the phase and we estimate memory usage as follows: $model\_ weights_{gb} + kv\_ cache_{usage\_pct} × (nvml\_used_{gb} − model\_ weights_{gb})$
+- **Model weights (lower is better):**
+
+**Summary of improvements:** LittleLamb shows a slight improvement in performance with respect to the original Qwen Model. This is expected as for such small models, VRAM usage is dominated by KV cache and not model weights.
 
 #### Performance evaluation conditions
 
@@ -205,7 +206,7 @@ Our performance evaluation follows the spirit of [Artificial Analysis](https://a
 - **Streaming**: Benchmarking is conducted with streaming enabled.
 
 
-**Summary of improvements:** Little Lamb shows a slight improvement in performance with respect to the original Qwen Model. This is expected as for such small models, VRAM usage is dominated by KV cache and not model weights.
+**Summary of improvements:** LittleLamb shows a slight improvement in performance with respect to the original Qwen Model. This is expected as for such small models, VRAM usage is dominated by KV cache and not model weights.
 
 ![Performance](assets/littlelamb-performance-family.png)