diff --git a/include/ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h b/include/ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h
new file mode 100644
index 000000000..27d289f73
--- /dev/null
+++ b/include/ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h
@@ -0,0 +1,19 @@
+// SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+//
+// SPDX-License-Identifier: Apache-2.0
+
+#ifndef TTMLIR_CONVERSION_ARITHTOSTABLEHLO_ARITHTOSTABLEHLO_H
+#define TTMLIR_CONVERSION_ARITHTOSTABLEHLO_ARITHTOSTABLEHLO_H
+
+#include "mlir/Pass/Pass.h"
+#include "mlir/Transforms/DialectConversion.h"
+
+namespace mlir::tt {
+
+#ifdef TTMLIR_ENABLE_STABLEHLO
+std::unique_ptr<OperationPass<ModuleOp>> createConvertArithToStableHLOPass();
+#endif
+
+} // namespace mlir::tt
+
+#endif // TTMLIR_CONVERSION_STABLEHLOTOTTIR_STABLEHLOTOTTIR_H
diff --git a/include/ttmlir/Conversion/Passes.h b/include/ttmlir/Conversion/Passes.h
index b5c564372..1f754a087 100644
--- a/include/ttmlir/Conversion/Passes.h
+++ b/include/ttmlir/Conversion/Passes.h
@@ -6,6 +6,7 @@
 #define TTMLIR_CONVERSION_PASSES_H
 
 #ifdef TTMLIR_ENABLE_STABLEHLO
+#include "ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h"
 #include "ttmlir/Conversion/StableHLOToTTIR/StableHLOToTTIR.h"
 #endif
 #include "ttmlir/Conversion/TTIRToTTMetal/TTIRToTTMetal.h"
diff --git a/include/ttmlir/Conversion/Passes.td b/include/ttmlir/Conversion/Passes.td
index 340cb422f..98535eac2 100644
--- a/include/ttmlir/Conversion/Passes.td
+++ b/include/ttmlir/Conversion/Passes.td
@@ -13,6 +13,11 @@ let summary = "Convert StableHLO dialect to TTIR dialect.";
   let constructor = "createConvertStableHLOToTTIRPass()";
   let dependentDialects = ["mlir::stablehlo::StablehloDialect", "mlir::tt::ttir::TTIRDialect"];
 }
+def ConvertArithToStableHLO : Pass<"convert-arith-to-stablehlo", "::mlir::ModuleOp"> {
+let summary = "Convert Arith Dialect to StableHLO dialect.";
+  let constructor = "createConvertArithToStableHLOPass()";
+  let dependentDialects = ["mlir::stablehlo::StablehloDialect", "mlir::arith::ArithDialect"];
+}
 #endif
 
 def ConvertTosaToTTIR : Pass<"convert-tosa-to-ttir", "::mlir::ModuleOp"> {
diff --git a/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h b/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
index 38457d032..33628a65f 100644
--- a/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
+++ b/include/ttmlir/Dialect/TTIR/Pipelines/TTIRPipelines.h
@@ -20,6 +20,13 @@ struct StableHLOToTTIRPipelineOptions
       // Currently this pass fails if module has a name, so keeping the
       // optimization OFF by default until that issue is fixed on llvm side.
       llvm::cl::init(false)};
+  Option<bool> arithDialectConversionsEnabled{
+      *this, "enable-arith-to-stablehlo",
+      llvm::cl::desc("Enable Arith to StableHLO conversion pass."),
+      // Currently torch-mlir front-end does not convert ConstantOp for Arith
+      // Dialect to StableHLO. This pass makes those conversions until this
+      // is fixed in the upstream torch-mlir.
+      llvm::cl::init(true)};
 };
 
 void createStableHLOToTTIRPipeline(
diff --git a/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp b/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp
new file mode 100644
index 000000000..587847582
--- /dev/null
+++ b/lib/Conversion/StableHLOToTTIR/ArithToStableHLOPass.cpp
@@ -0,0 +1,94 @@
+// SPDX-FileCopyrightText: (c) 2024 Tenstorrent AI ULC
+//
+// SPDX-License-Identifier: Apache-2.0
+
+#include "ttmlir/Conversion/ArithToStableHLO/ArithToStableHLO.h"
+
+#include <mlir/Dialect/Arith/IR/Arith.h>
+#include <mlir/Dialect/Func/IR/FuncOps.h>
+#include <mlir/Dialect/Func/Transforms/FuncConversions.h>
+#include <mlir/Dialect/Tensor/IR/Tensor.h>
+#include <mlir/IR/BuiltinOps.h>
+#include <mlir/IR/Dialect.h>
+#include <mlir/IR/PatternMatch.h>
+#include <mlir/Pass/Pass.h>
+
+#include <stablehlo/dialect/StablehloOps.h>
+
+#include "ttmlir/Dialect/TT/IR/TT.h"
+#include "ttmlir/Dialect/TTIR/IR/TTIR.h"
+
+using namespace mlir;
+using namespace mlir::tt;
+
+namespace mlir::tt::ttir {
+
+#define GEN_PASS_DEF_CONVERTARITHTOSTABLEHLO
+#include "ttmlir/Conversion/Passes.h.inc"
+
+} // namespace mlir::tt::ttir
+
+namespace {
+
+class ArithToStableHLOConstantOpConversionPattern
+    : public OpConversionPattern<mlir::arith::ConstantOp> {
+
+  using OpConversionPattern<mlir::arith::ConstantOp>::OpConversionPattern;
+
+public:
+  LogicalResult
+  matchAndRewrite(mlir::arith::ConstantOp srcOp,
+                  mlir::arith::ConstantOp::Adaptor adaptor,
+                  ConversionPatternRewriter &rewriter) const override {
+
+    rewriter.replaceOpWithNewOp<mlir::stablehlo::ConstantOp>(srcOp,
+                                                             srcOp.getValue());
+    return success();
+  }
+};
+
+struct ConvertArithToStableHLOPass
+    : public ttir::impl::ConvertArithToStableHLOBase<
+          ConvertArithToStableHLOPass> {
+  void runOnOperation() final {
+    mlir::ConversionTarget target(getContext());
+
+    target.addIllegalDialect<mlir::arith::ArithDialect>();
+    target.addLegalDialect<mlir::stablehlo::StablehloDialect>();
+    target.addLegalOp<mlir::tensor::EmptyOp>();
+    target.addLegalOp<mlir::ModuleOp>();
+    target.addLegalOp<mlir::func::FuncOp>();
+    target.addLegalOp<mlir::func::ReturnOp>();
+
+    // For now keep the same type assuming StableHLO ops operate on builtin
+    // tensor.
+    TypeConverter typeConverter;
+    typeConverter.addConversion([](Type type) {
+      assert(isa<RankedTensorType>(type) &&
+             "only ranked tensor type supported");
+      return type;
+    });
+    RewritePatternSet patterns(&getContext());
+
+    // Convert Arith ConstantOp to StableHLO ConstantOp
+    patterns.add<ArithToStableHLOConstantOpConversionPattern>(typeConverter,
+                                                              &getContext());
+
+    // Apply conversion.
+    if (failed(
+            applyFullConversion(getOperation(), target, std::move(patterns)))) {
+      signalPassFailure();
+      return;
+    }
+  }
+};
+
+} // namespace
+
+namespace mlir::tt {
+
+std::unique_ptr<OperationPass<ModuleOp>> createConvertArithToStableHLOPass() {
+  return std::make_unique<ConvertArithToStableHLOPass>();
+}
+
+} // namespace mlir::tt
diff --git a/lib/Conversion/StableHLOToTTIR/CMakeLists.txt b/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
index 7649d5340..5f0deda9b 100644
--- a/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
+++ b/lib/Conversion/StableHLOToTTIR/CMakeLists.txt
@@ -6,6 +6,7 @@ include_directories(${PROJECT_SOURCE_DIR}/include)
 add_mlir_library(TTMLIRStableHLOToTTIR
   StableHLOToTTIRPatterns.cpp
   StableHLOToTTIRPass.cpp
+  ArithToStableHLOPass.cpp
 
   ADDITIONAL_HEADER_DIRS
   ${PROJECT_SOURCE_DIR}/include/ttmlir/Conversion/StableHLOToTTIR
diff --git a/lib/Conversion/StableHLOToTTIR/StableHLOToTTIRPass.cpp b/lib/Conversion/StableHLOToTTIR/StableHLOToTTIRPass.cpp
index fdb857cc1..bd97f1dfe 100644
--- a/lib/Conversion/StableHLOToTTIR/StableHLOToTTIRPass.cpp
+++ b/lib/Conversion/StableHLOToTTIR/StableHLOToTTIRPass.cpp
@@ -5,6 +5,7 @@
 #include "ttmlir/Conversion/StableHLOToTTIR/StableHLOToTTIR.h"
 
 #include <llvm/ADT/ArrayRef.h>
+#include <mlir/Dialect/Arith/IR/Arith.h>
 #include <mlir/Dialect/Func/IR/FuncOps.h>
 #include <mlir/Dialect/Func/Transforms/FuncConversions.h>
 #include <mlir/Dialect/Tensor/IR/Tensor.h>
diff --git a/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp b/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
index b4f3b5ee0..08bd321fd 100644
--- a/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
+++ b/lib/Dialect/TTIR/Pipelines/TTIRPipelines.cpp
@@ -17,6 +17,9 @@ namespace mlir::tt::ttir {
 #ifdef TTMLIR_ENABLE_STABLEHLO
 void createStableHLOToTTIRPipeline(
     OpPassManager &pm, const StableHLOToTTIRPipelineOptions &options) {
+  if (options.arithDialectConversionsEnabled) {
+    pm.addPass(createConvertArithToStableHLOPass());
+  }
   pm.addPass(createConvertStableHLOToTTIRPass());
   if (options.removeDeadValuesEnabled) {
     pm.addPass(mlir::createRemoveDeadValuesPass());
diff --git a/test/ttmlir/Conversion/ArithToStableHLO/constant_op.mlir b/test/ttmlir/Conversion/ArithToStableHLO/constant_op.mlir
new file mode 100644
index 000000000..0cbe0385d
--- /dev/null
+++ b/test/ttmlir/Conversion/ArithToStableHLO/constant_op.mlir
@@ -0,0 +1,15 @@
+// REQUIRES: stablehlo
+// RUN: ttmlir-opt --stablehlo-to-ttir-pipeline %s | FileCheck %s
+module @jit_constant attributes {} {
+  func.func public @test_splat() -> tensor<64xf32> {
+    %0 = arith.constant dense<0.3> : tensor<64xf32>
+    // CHECK: %[[C:.*]] = "ttir.constant"[[C:.*]]
+    return %0 : tensor<64xf32>
+  }
+
+  func.func public @test_multiple() -> tensor<2x2xf32> {
+    %0 = arith.constant dense<[[0.0, 1.0], [2.0, 3.0]]> : tensor<2x2xf32>
+    // CHECK: %[[C:.*]] = "ttir.constant"[[C:.*]]
+    return %0 : tensor<2x2xf32>
+  }
+}