diff --git a/tuner/tuner/candidate_gen.py b/tuner/tuner/candidate_gen.py
index 1e1e48d66..07a694131 100644
--- a/tuner/tuner/candidate_gen.py
+++ b/tuner/tuner/candidate_gen.py
@@ -37,17 +37,6 @@
 
 
 class DispatchTuner(DispatchParser):
-    # TODO(https://github.com/nod-ai/shark-ai/issues/453): Remove this in favor of configuring using transform dialect.
-    @abstractmethod
-    def apply_params(
-        self,
-        problem_size: ProblemSize,
-        template: list[str],
-        compilation_info: iree_codegen.CompilationInfoAttr,
-    ) -> MLIRTransformation:
-        """Apply parameter transformations to the operation."""
-        pass
-
     @abstractmethod
     def get_td_spec(
         self,
@@ -59,25 +48,13 @@ def get_td_spec(
 
 
 class DispatchTunerRegistry:
-    def __init__(self, check_translation_info=True):
-        self.check_translation_info = check_translation_info
+    def __init__(self):
         self.registry = set()
 
     def register(self, dispatch_tuners: list[DispatchTuner]) -> None:
         for dispatch_tuner in dispatch_tuners:
             self.registry.add(dispatch_tuner)
 
-    # TODO(Max191): Remove translation info validation.
-    def validate_translation(self, attrs: list[ir.NamedAttribute]) -> bool:
-        if not self.check_translation_info:
-            return True
-        for attr in attrs:
-            if (attr.name == "translation_info") and (
-                "LLVMGPUVectorDistribute" in str(attr.attr)
-            ):
-                return True
-        assert False, "Translation info not supported"
-
     def find_handler(self, op_name: str) -> DispatchTuner:
         for dispatch_tuner in self.registry:
             if dispatch_tuner.supports(op_name):
@@ -86,14 +63,6 @@ def find_handler(self, op_name: str) -> DispatchTuner:
 
 
 class ContractionOpInterfaceTuner(DispatchTuner, ContractionOpInterfaceParser):
-    def apply_params(
-        self,
-        problem_size: ProblemSize,
-        template: list[str],
-        compilation_info: iree_codegen.CompilationInfoAttr,
-    ) -> MLIRTransformation:
-        raise NotImplementedError
-
     def get_td_spec(
         self,
         ir_module: ir.Module,
@@ -114,14 +83,6 @@ def get_td_spec(
 
 
 class ConvolutionOpInterfaceTuner(DispatchTuner, ConvolutionOpInterfaceParser):
-    def apply_params(
-        self,
-        problem_size: ProblemSize,
-        template: list[str],
-        compilation_info: iree_codegen.CompilationInfoAttr,
-    ) -> MLIRTransformation:
-        raise NotImplementedError
-
     def get_td_spec(
         self,
         ir_module: ir.Module,
@@ -158,8 +119,6 @@ def walk_callback_get_fn(
     walk_result: OpWalkResult,
     dispatch_tuner_registry: DispatchTunerRegistry,
 ) -> ir.WalkResult:
-    if op.name == "func.func":
-        dispatch_tuner_registry.validate_translation([a for a in op.opview.attributes])
     if op.name == "util.func":
         func_name = str(op.opview.sym_name)
         walk_result.was_interrupted = True
@@ -198,7 +157,7 @@ def generate_configs_and_td_specs(
     pipeline_options_search_space: PipelineOptionsSearchSpace = PipelineOptionsSearchSpace(),
     codegen_pipeline: iree_codegen.DispatchLoweringPassPipeline = iree_codegen.DispatchLoweringPassPipeline.LLVMGPUVectorDistribute,
 ) -> list[ir.Module]:
-    dispatch_tuner_registry = DispatchTunerRegistry(check_translation_info=False)
+    dispatch_tuner_registry = DispatchTunerRegistry()
     dispatch_tuner_registry.register(
         [
             ContractionOpInterfaceTuner(),