From 5330b3fac5da94ff0ded06ad15a11187301470fb Mon Sep 17 00:00:00 2001
From: Quentin Fuxa <quentin.fuxa@gmail.com>
Date: Sun, 15 Mar 2026 11:16:26 +0100
Subject: [PATCH] update benchmark part

---
 README.md | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index 4f9c17c..241e0fa 100644
--- a/README.md
+++ b/README.md
@@ -95,14 +95,6 @@ See [docs/API.md](docs/API.md) for the complete API reference.
 > - For HTTPS requirements, see the **Parameters** section for SSL configuration options.
 
 
-#### Use it to capture audio from web pages.
-
-Go to `chrome-extension` for instructions.
-
-<p align="center">
-<img src="https://raw.githubusercontent.com/QuentinFuxa/WhisperLiveKit/refs/heads/main/chrome-extension/demo-extension.png" alt="WhisperLiveKit Demo" width="600">
-</p>
-
 
 
 #### Optional Dependencies
@@ -144,6 +136,14 @@ Benchmarks use public audio from [LibriSpeech](https://huggingface.co/datasets/o
 We are actively looking for benchmark results on other hardware (NVIDIA GPUs, different Apple Silicon chips, cloud instances). If you run the benchmarks on your machine, please share your results via an issue or PR!
 
 
+#### Use it to capture audio from web pages.
+
+Go to `chrome-extension` for instructions.
+
+<p align="center">
+<img src="https://raw.githubusercontent.com/QuentinFuxa/WhisperLiveKit/refs/heads/main/chrome-extension/demo-extension.png" alt="WhisperLiveKit Demo" width="600">
+</p>
+
 
 ### Voxtral Backend
 
@@ -262,7 +262,7 @@ async def websocket_endpoint(websocket: WebSocket):
 | SimulStreaming backend options | Description | Default |
 |-----------|-------------|---------|
 | `--disable-fast-encoder` | Disable Faster Whisper or MLX Whisper backends for the encoder (if installed). Inference can be slower but helpful when GPU memory is limited | `False` |
-| `--custom-alignment-heads` | Use your own alignment heads, useful when `--model-dir` is used. Use `scripts/determine_alignment_heads.py` to extract them. <img src="scripts/alignment_heads.png" alt="WhisperLiveKit Demo" width="300">
+| `--custom-alignment-heads` | Use your own alignment heads, useful when `--model-dir` is used. Use `scripts/determine_alignment_heads.py` to extract them. <img src="scripts/alignment_heads_qwen3_asr_1.7B.png" alt="WhisperLiveKit Demo" width="300">
  | `None` |
 | `--frame-threshold` | AlignAtt frame threshold (lower = faster, higher = more accurate) | `25` |
 | `--beams` | Number of beams for beam search (1 = greedy decoding) | `1` |