diff --git a/maze_transformer/generation/generators.py b/maze_transformer/generation/generators.py
index c609268e..56b88b2c 100644
--- a/maze_transformer/generation/generators.py
+++ b/maze_transformer/generation/generators.py
@@ -100,9 +100,9 @@ def gen_dfs(
         )
 
     @classmethod
-    def gen_dfs_with_solution(cls, grid_shape: Coord):
+    def gen_dfs_with_solution(cls, grid_shape: Coord) -> SolvedMaze:
         maze = cls.gen_dfs(grid_shape)
-        solution = np.array(maze.generate_random_path())
+        solution = maze.get_shortest_path_between_random_points()
 
         return SolvedMaze(maze, solution)
 
@@ -199,6 +199,13 @@ def neighbor(current: Coord, direction: int) -> Coord:
             ),
         )
 
+    @classmethod
+    def gen_wilson_with_solution(cls, grid_shape: Coord) -> SolvedMaze:
+        maze = cls.gen_wilson(grid_shape)
+        solution = maze.get_shortest_path_between_random_points()
+
+        return SolvedMaze(maze, solution)
+
 
 GENERATORS_MAP: dict[str, Callable[[Coord, Any], "LatticeMaze"]] = {
     "gen_dfs": LatticeMazeGenerators.gen_dfs,
diff --git a/maze_transformer/generation/lattice_maze.py b/maze_transformer/generation/lattice_maze.py
index 2c6f9cef..c8bdab51 100644
--- a/maze_transformer/generation/lattice_maze.py
+++ b/maze_transformer/generation/lattice_maze.py
@@ -143,7 +143,7 @@ def find_shortest_path(
         self,
         c_start: CoordTup,
         c_end: CoordTup,
-    ) -> list[Coord]:
+    ) -> list[CoordTup]:
         """find the shortest path between two coordinates, using A*"""
 
         g_score: dict[
@@ -215,7 +215,7 @@ def get_nodes(self) -> list[Coord]:
             for col in range(self.grid_shape[1])
         ]
 
-    def generate_random_path(self) -> list[Coord]:
+    def get_shortest_path_between_random_points(self) -> list[CoordTup]:
         """ "return a path between randomly chosen start and end nodes"""
 
         # we can't create a "path" in a single-node maze
diff --git a/maze_transformer/training/tokenizer.py b/maze_transformer/training/tokenizer.py
index 9f08f61e..6387dac9 100644
--- a/maze_transformer/training/tokenizer.py
+++ b/maze_transformer/training/tokenizer.py
@@ -19,7 +19,7 @@
 
 def maze_to_tokens(
     maze: LatticeMaze,
-    solution: list[Coord],
+    solution: list[CoordTup],
     node_token_map: dict[CoordTup, str],
 ) -> list[str]:
     """serialize maze and solution to tokens"""
@@ -29,9 +29,9 @@ def maze_to_tokens(
         *chain.from_iterable(
             [
                 [
-                    node_token_map[tuple(c_s.tolist())],
+                    node_token_map[tuple(list(c_s))],
                     SPECIAL_TOKENS["connector"],
-                    node_token_map[tuple(c_e.tolist())],
+                    node_token_map[tuple(list(c_e))],
                     SPECIAL_TOKENS["adjacency_endline"],
                 ]
                 for c_s, c_e in maze.as_adj_list()
@@ -47,7 +47,7 @@ def maze_to_tokens(
         node_token_map[tuple(solution[-1])],
         SPECIAL_TOKENS["target_end"],
         SPECIAL_TOKENS["path_start"],
-        *[node_token_map[tuple(c.tolist())] for c in solution],
+        *[node_token_map[c] for c in solution],
         SPECIAL_TOKENS["path_end"],
     ]
 
diff --git a/scripts/test_generation.py b/scripts/test_generation.py
index 32ed3074..5ba7d7d8 100644
--- a/scripts/test_generation.py
+++ b/scripts/test_generation.py
@@ -25,7 +25,7 @@ def generate_solve_plot(
     if start and end:
         path = np.array(maze.find_shortest_path(start, end))
     else:
-        path = np.array(maze.generate_random_path())
+        path = np.array(maze.get_shortest_path_between_random_points())
 
     print(f"solving time: {time.time() - solution_start}")
 
diff --git a/tests/unit/maze_transformer/generation/test_generators.py b/tests/unit/maze_transformer/generation/test_generators.py
index 090474e3..fae8bad3 100644
--- a/tests/unit/maze_transformer/generation/test_generators.py
+++ b/tests/unit/maze_transformer/generation/test_generators.py
@@ -29,3 +29,9 @@ def test_gen_dfs_with_solution():
 def test_wilson_generation():
     maze = LatticeMazeGenerators.gen_wilson(np.array([2, 2]))
     assert maze.connection_list.shape == (2, 2, 2)
+
+
+def test_wilson_generation_with_solution():
+    maze, solution = LatticeMazeGenerators.gen_wilson_with_solution(np.array([2, 2]))
+    assert maze.connection_list.shape == (2, 2, 2)
+    assert len(solution[0]) == 2
diff --git a/tests/unit/maze_transformer/generation/test_latticemaze.py b/tests/unit/maze_transformer/generation/test_latticemaze.py
index bf323a1c..91da7d00 100644
--- a/tests/unit/maze_transformer/generation/test_latticemaze.py
+++ b/tests/unit/maze_transformer/generation/test_latticemaze.py
@@ -36,7 +36,7 @@ def test_get_nodes():
 
 def test_generate_random_path():
     maze = LatticeMazeGenerators.gen_dfs((2, 2))
-    path = maze.generate_random_path()
+    path = maze.get_shortest_path_between_random_points()
 
     # len > 1 ensures that we have unique start and end nodes
     assert len(path) > 1
@@ -45,4 +45,4 @@ def test_generate_random_path():
 def test_generate_random_path_size_1():
     maze = LatticeMazeGenerators.gen_dfs((1, 1))
     with pytest.raises(AssertionError):
-        maze.generate_random_path()
+        maze.get_shortest_path_between_random_points()