diff --git a/doc/results/baselines/index.rst b/doc/results/baselines/index.rst
index fc449c1eb7331b80c31ed46b42804cda13899ba4..c78bfceae2a45ccd84b4de5c501a8a221eaaad79 100644
--- a/doc/results/baselines/index.rst
+++ b/doc/results/baselines/index.rst
@@ -49,7 +49,7 @@ F1 Scores (micro-level)
      - :py:mod:`hed <bob.ip.binseg.configs.models.hed>`
      - :py:mod:`m2unet <bob.ip.binseg.configs.models.m2unet>`
      - :py:mod:`unet <bob.ip.binseg.configs.models.unet>`
-     - lwnet?
+     - :py:mod:`unet <bob.ip.binseg.configs.models.lwnet>`
    * - Dataset
      - 2nd. Annot.
      - 15M
@@ -70,35 +70,35 @@ F1 Scores (micro-level)
      - `0.815 (0.047) <baselines_hed_stare_>`_
      - `0.818 (0.035) <baselines_m2unet_stare_>`_
      - `0.828 (0.050) <baselines_unet_stare_>`_
-     -  0.839 <baselines_lwnet_stare_>`_
+     - `0.839 <baselines_lwnet_stare_>`_
    * - :py:mod:`chasedb1 <bob.ip.binseg.configs.datasets.chasedb1.first_annotator>`
      - 0.768 (0.023)
      - `0.812 (0.018) <baselines_driu_chase_>`_
      - `0.806 (0.020) <baselines_hed_chase_>`_
      - `0.798 (0.018) <baselines_m2unet_chase_>`_
      - `0.807 (0.017) <baselines_unet_chase_>`_
-     -  0.820 <baselines_lwnet_chase_>`_
+     - `0.820 <baselines_lwnet_chase_>`_
    * - :py:mod:`hrf <bob.ip.binseg.configs.datasets.hrf.default>` (1168x1648)
      -
      - `0.808 (0.038) <baselines_driu_hrf_>`_
      - `0.803 (0.040) <baselines_hed_hrf_>`_
      - `0.796 (0.048) <baselines_m2unet_hrf_>`_
      - `0.811 (0.039) <baselines_unet_hrf_>`_
-     -  0.814 <baselines_lwnet_hrf_>`_
+     - `0.814 <baselines_lwnet_hrf_>`_
    * - :py:mod:`hrf <bob.ip.binseg.configs.datasets.hrf.default>` (2336x3296)
      -
      - `0.722 (0.073) <baselines_driu_hrf_>`_
      - `0.703 (0.090) <baselines_hed_hrf_>`_
      - `0.713 (0.143) <baselines_m2unet_hrf_>`_
      - `0.756 (0.051) <baselines_unet_hrf_>`_
-     -  0.744 <baselines_lwnet_hrf_>`_
+     - `0.744 <baselines_lwnet_hrf_>`_
    * - :py:mod:`iostar-vessel <bob.ip.binseg.configs.datasets.iostar.vessel>`
      -
      - `0.825 (0.020) <baselines_driu_iostar_>`_
      - `0.827 (0.020) <baselines_hed_iostar_>`_
      - `0.820 (0.018) <baselines_m2unet_iostar_>`_
      - `0.818 (0.020) <baselines_unet_iostar_>`_
-     -  0.832 <baselines_lwnet_iostar_>`_
+     - `0.832 <baselines_lwnet_iostar_>`_
 
 Precision-Recall (PR) Curves
 ----------------------------