diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/BUILD.bazel b/compiler/src/iree/compiler/Codegen/LLVMCPU/BUILD.bazel
index 9d8211d20d41..eb44fa2e4953 100644
--- a/compiler/src/iree/compiler/Codegen/LLVMCPU/BUILD.bazel
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/BUILD.bazel
@@ -72,6 +72,7 @@ iree_compiler_cc_library(
         "LLVMCPUUnfuseFMAOps.cpp",
         "LLVMCPUVectorLowering.cpp",
         "Passes.cpp",
+        "SetSpecialTilingConfigs.cpp",
         "TargetMLTransformInfo.cpp",
         "Utils.cpp",
         "VectorContractCustomKernels.cpp",
diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/CMakeLists.txt b/compiler/src/iree/compiler/Codegen/LLVMCPU/CMakeLists.txt
index 7f169f15332d..c0b787a5ad1f 100644
--- a/compiler/src/iree/compiler/Codegen/LLVMCPU/CMakeLists.txt
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/CMakeLists.txt
@@ -73,6 +73,7 @@ iree_cc_library(
     "LLVMCPUUnfuseFMAOps.cpp"
     "LLVMCPUVectorLowering.cpp"
     "Passes.cpp"
+    "SetSpecialTilingConfigs.cpp"
     "TargetMLTransformInfo.cpp"
     "Utils.cpp"
     "VectorContractCustomKernels.cpp"
diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.cpp b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.cpp
index 670fe0d90c08..e6b67ca92783 100644
--- a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.cpp
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.cpp
@@ -773,8 +773,10 @@ static void addLowerToLLVMPasses(OpPassManager &passManager) {
 
 void buildLLVMCPUCodegenConfigurationPassPipeline(OpPassManager &passManager) {
   {
-    addCommonTargetExecutablePreprocessingPasses(passManager);
     OpPassManager &modulePassManager = passManager.nest<ModuleOp>();
+    modulePassManager.addNestedPass<func::FuncOp>(
+        createSetSpecialTilingConfigsPass());
+    addCommonTargetExecutablePreprocessingPasses(passManager);
     modulePassManager.addNestedPass<func::FuncOp>(
         createRematerializeParallelOpsPass());
     // TODO(#13888): This(createExpandF16OpToF32Pass()) pass is being added way
diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.h b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.h
index 72e76658cee7..2c685f3ab0c8 100644
--- a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.h
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.h
@@ -113,6 +113,9 @@ createLLVMCPUFoldVectorContractUnitDimsPass();
 
 std::unique_ptr<Pass> createLLVMCPUFoldMemRefAliasOpsPass();
 
+std::unique_ptr<OperationPass<func::FuncOp>>
+createSetSpecialTilingConfigsPass();
+
 //------------------------------------------------------------------------------
 // LLVMCPU Codegen specific patterns.
 //------------------------------------------------------------------------------
diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.td b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.td
index d32884a7c5bc..d41367d0a236 100644
--- a/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.td
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/Passes.td
@@ -211,6 +211,12 @@ def VectorContractCustomKernels :
   let constructor = "mlir::iree_compiler::createVectorContractCustomKernelsPass()";
 }
 
+def SetSpecialTilingConfigs :
+    Pass<"iree-llvmcpu-set-special-tiling-configs", "func::FuncOp"> {
+  let summary = "Set the tile sizes for special cases before KernelDispatch.";
+  let constructor = "mlir::iree_compiler::createSetSpecialTilingConfigsPass()";
+}
+
 def VerifyLinalgTransformLegality :
     Pass<"iree-llvmcpu-verify-linalg-transform-legality", "ModuleOp"> {
   let summary = "Verify that only supported IR constructs are passed to the compiler.";
diff --git a/compiler/src/iree/compiler/Codegen/LLVMCPU/SetSpecialTilingConfigs.cpp b/compiler/src/iree/compiler/Codegen/LLVMCPU/SetSpecialTilingConfigs.cpp
new file mode 100644
index 000000000000..789d67a71351
--- /dev/null
+++ b/compiler/src/iree/compiler/Codegen/LLVMCPU/SetSpecialTilingConfigs.cpp
@@ -0,0 +1,341 @@
+#include "iree/compiler/Codegen/Dialect/IREECodegenAttrs.h"
+#include "iree/compiler/Codegen/LLVMCPU/PassDetail.h"
+#include "iree/compiler/Codegen/LLVMCPU/Passes.h"
+#include "iree/compiler/Codegen/Utils/Utils.h"
+#include "mlir/Dialect/Arith/IR/Arith.h"
+#include "mlir/Dialect/Vector/IR/VectorOps.h"
+#include "mlir/Dialect/Vector/Transforms/LoweringPatterns.h"
+#include "mlir/IR/BuiltinAttributes.h"
+#include "mlir/IR/BuiltinTypes.h"
+#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
+
+#define DEBUG_TYPE "iree-llvmcpu-set-special-tiling-configs"
+#define DBGS() (llvm::dbgs() << "[" DEBUG_TYPE "]: ")
+#define LDBG(X) LLVM_DEBUG(DBGS() << X << "\n")
+
+namespace mlir {
+namespace iree_compiler {
+namespace {
+
+static void setTileSizes(linalg::GenericOp intMatmul,
+                         linalg::GenericOp reassociation,
+                         func::FuncOp entryPointFn,
+                         IREE::HAL::ExecutableTargetAttr target) {
+  int mDistSize = 1;
+  int nDistSize = 128;
+  int mSize = 1;
+  int nSize = 4;
+  int kSize = 8;
+  int groupSize = 1;
+  SmallVector<int> mDims;
+  SmallVector<int> nDims;
+  SmallVector<int> kDims;
+  SmallVector<int> groupDims;
+  SmallVector<AffineMap> maps = intMatmul.getIndexingMapsArray();
+  int lhs = 0;
+  int rhs = 1;
+  int out = 2;
+  auto hasDim = [&](int mapIdx, int dimIdx) -> bool {
+    return llvm::any_of(maps[mapIdx].getResults(), [&](AffineExpr res) {
+      auto expr = res.dyn_cast<AffineDimExpr>();
+      return expr && expr.getPosition() == dimIdx;
+    });
+  };
+  for (int dim = 0; dim < intMatmul.getNumLoops(); dim++) {
+    if (hasDim(lhs, dim) && hasDim(rhs, dim) && hasDim(out, dim)) {
+      groupDims.push_back(dim);
+    } else if (hasDim(lhs, dim) && hasDim(rhs, dim) && !hasDim(out, dim)) {
+      kDims.push_back(dim);
+    } else if (hasDim(lhs, dim) && !hasDim(rhs, dim) && hasDim(out, dim)) {
+      mDims.push_back(dim);
+    } else if (!hasDim(lhs, dim) && hasDim(rhs, dim) && hasDim(out, dim)) {
+      nDims.push_back(dim);
+    }
+  }
+  if (hasFeature(target, "+avx512bw") || hasFeature(target, "+avx512vnni")) {
+    kSize = 16;
+  }
+
+  if (mDims.size() > 1 || nDims.size() > 1 || kDims.size() != 1 ||
+      kDims[0] != intMatmul.getNumLoops() - 1) {
+    return;
+  }
+
+  SmallVector<int64_t> distTileSizes_mm(intMatmul.getNumLoops(), 0);
+  SmallVector<int64_t> parallelTileSizes_mm(intMatmul.getNumLoops(), 0);
+  SmallVector<int64_t> reductionTileSizes_mm(intMatmul.getNumLoops(), 0);
+  SmallVector<int64_t> lastTileSizes_mm(intMatmul.getNumLoops(), 0);
+
+  SmallVector<int64_t> distTileSizes_re(reassociation.getNumLoops(), 0);
+  SmallVector<int64_t> parallelTileSizes_re(reassociation.getNumLoops(), 0);
+  SmallVector<int64_t> reductionTileSizes_re(reassociation.getNumLoops(), 0);
+  SmallVector<int64_t> lastTileSizes_re(reassociation.getNumLoops(), 0);
+
+  for (int mDim : mDims) {
+    distTileSizes_mm[mDim] = mDistSize;
+    parallelTileSizes_mm[mDim] = mSize;
+    reductionTileSizes_mm[mDim] = mSize;
+
+    distTileSizes_re[mDim] = mDistSize;
+    parallelTileSizes_re[mDim] = mSize;
+  }
+  for (int nDim : nDims) {
+    distTileSizes_mm[nDim] = nDistSize;
+    parallelTileSizes_mm[nDim] = nSize;
+    reductionTileSizes_mm[nDim] = nSize;
+
+    distTileSizes_re[nDim] = nDistSize;
+    parallelTileSizes_re[nDim] = nSize;
+  }
+  for (int kDim : kDims) {
+    reductionTileSizes_mm[kDim] = kSize;
+  }
+  for (int groupDim : groupDims) {
+    reductionTileSizes_mm[groupDim] = groupSize;
+  }
+
+  TileSizesListType tileSizes_mm;
+  tileSizes_mm.push_back(distTileSizes_mm);
+  tileSizes_mm.push_back(parallelTileSizes_mm);
+  tileSizes_mm.push_back(reductionTileSizes_mm);
+  tileSizes_mm.push_back(lastTileSizes_mm);
+
+  TileSizesListType tileSizes_re;
+  tileSizes_re.push_back(distTileSizes_re);
+  tileSizes_re.push_back(parallelTileSizes_re);
+  tileSizes_re.push_back(reductionTileSizes_re);
+  tileSizes_re.push_back(lastTileSizes_re);
+
+  IREE::Codegen::DispatchLoweringPassPipeline passPipeline =
+      IREE::Codegen::DispatchLoweringPassPipeline::CPUDoubleTilingExpert;
+
+  MLIRContext *context = entryPointFn.getContext();
+  auto config_mm =
+      IREE::Codegen::LoweringConfigAttr::get(context, tileSizes_mm);
+  intMatmul->setAttr("lowering_config", config_mm);
+
+  auto config_re =
+      IREE::Codegen::LoweringConfigAttr::get(context, tileSizes_re);
+  auto translationInfo_re = IREE::Codegen::TranslationInfoAttr::get(
+      entryPointFn.getContext(), passPipeline, 0, 1);
+  auto compilationInfo_re = IREE::Codegen::CompilationInfoAttr::get(
+      context, config_re, translationInfo_re, ArrayRef<int64_t>({}),
+      std::nullopt);
+
+  reassociation->setAttr("compilation_info", compilationInfo_re);
+
+  return;
+}
+
+static bool isIntegerMatmul(linalg::GenericOp genericOp) {
+  if (genericOp.getNumDpsInits() != 1) {
+    LDBG("Wrong number of outputs for matmul: " << genericOp.getNumDpsInits()
+                                                << "\n");
+    return false;
+  }
+  if (genericOp.getNumDpsInputs() != 2) {
+    LDBG("Wrong number of inputs for matmul: " << genericOp.getNumDpsInputs()
+                                               << "\n");
+    return false;
+  }
+
+  unsigned numLoops = genericOp.getNumLoops();
+  unsigned numReductionLoops = genericOp.getNumReductionLoops();
+  if (numLoops != 3) {
+    LDBG("Wrong number of loops for matmul: " << numLoops << "\n");
+    return false;
+  }
+  if (numReductionLoops != 1) {
+    LDBG("Wrong number of reduction loops for matmul: " << numReductionLoops
+                                                        << "\n");
+    return false;
+  }
+  // Work back from linalg.yield and check body of genericOp.
+  auto yieldOp = cast<linalg::YieldOp>(genericOp.getBody()->getTerminator());
+  Value producerOutput;
+  Operation *producer;
+  Operation *mulRhsProducer;
+
+  // Producer of linalg.yield op is arith.addi
+  {
+    producerOutput = yieldOp->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::AddIOp>()))
+      return false;
+  }
+
+  // Producer of arith.addi op is arith.muli
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::MulIOp>()))
+      return false;
+  }
+
+  // Producer of arith.muli op RHS is arith.extui
+  {
+    producerOutput = producer->getOperand(1);
+    mulRhsProducer = producerOutput.getDefiningOp();
+    if (!mulRhsProducer || mulRhsProducer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(mulRhsProducer, m_Op<arith::ExtUIOp>()))
+      return false;
+  }
+
+  // Producer of arith.subf op LHS is arith.extsi
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::ExtSIOp>()))
+      return false;
+  }
+
+  return true;
+}
+
+static bool isReassociatedDequantizationOp(linalg::GenericOp genericOp) {
+  if (genericOp.getNumDpsInits() != 1) {
+    LDBG("Wrong number of outputs: " << genericOp.getNumDpsInits() << "\n");
+    return false;
+  }
+  if (genericOp.getNumDpsInputs() != 5) {
+    LDBG("Wrong number of inputs: " << genericOp.getNumDpsInputs() << "\n");
+    return false;
+  }
+
+  unsigned numLoops = genericOp.getNumLoops();
+  unsigned numReductionLoops = genericOp.getNumReductionLoops();
+  if (numLoops != 2) {
+    LDBG("Wrong number of loops: " << numLoops << "\n");
+    return false;
+  }
+  if (numReductionLoops != 1) {
+    LDBG("Wrong number of reduction loops: " << numReductionLoops << "\n");
+    return false;
+  }
+  // Work back from linalg.yield and check body of genericOp.
+  auto yieldOp = cast<linalg::YieldOp>(genericOp.getBody()->getTerminator());
+  Value producerOutput;
+  Operation *producer;
+  Operation *subRhsProducer;
+
+  // Producer of linalg.yield op is arith.addf
+  {
+    producerOutput = yieldOp->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::AddFOp>()))
+      return false;
+  }
+
+  // Producer of arith.addf op is arith.subf
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::SubFOp>()))
+      return false;
+  }
+
+  // Producer of arith.subf op RHS is arith.mulf
+  {
+    producerOutput = producer->getOperand(1);
+    subRhsProducer = producerOutput.getDefiningOp();
+    if (!subRhsProducer || subRhsProducer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(subRhsProducer, m_Op<arith::MulFOp>()))
+      return false;
+  }
+
+  // Producer of arith.mulf from arith.subf RHS is arith.mulf
+  {
+    producerOutput = subRhsProducer->getOperand(0);
+    subRhsProducer = producerOutput.getDefiningOp();
+    if (!subRhsProducer || subRhsProducer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(subRhsProducer, m_Op<arith::MulFOp>()))
+      return false;
+  }
+
+  // Producer of arith.subf op LHS is arith.mulf
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::MulFOp>()))
+      return false;
+  }
+
+  // Producer of arith.mulf op is arith.mulf
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::MulFOp>()))
+      return false;
+  }
+
+  // Producer of arith.mulf op is arith.sitofp
+  {
+    producerOutput = producer->getOperand(0);
+    producer = producerOutput.getDefiningOp();
+    if (!producer || producer->getNumOperands() == 0)
+      return false;
+    if (!matchPattern(producer, m_Op<arith::SIToFPOp>()))
+      return false;
+  }
+
+  return true;
+}
+
+struct SetSpecialTilingConfigsPass
+    : public SetSpecialTilingConfigsBase<SetSpecialTilingConfigsPass> {
+
+  void getDependentDialects(DialectRegistry &registry) const override {
+    registry.insert<linalg::LinalgDialect>();
+  }
+
+  void runOnOperation() override {
+    auto funcOp = getOperation();
+    auto target = IREE::HAL::ExecutableTargetAttr::lookup(funcOp);
+    std::optional<std::pair<linalg::GenericOp, linalg::GenericOp>>
+        reassociatedQuantizedMatmulOps = std::nullopt;
+    for (auto genericOp :
+         funcOp.getFunctionBody().getOps<linalg::GenericOp>()) {
+      if (isReassociatedDequantizationOp(genericOp)) {
+        auto intMatmulOp =
+            genericOp.getInputs()[0].getDefiningOp<linalg::GenericOp>();
+        if (intMatmulOp) {
+          if (isIntegerMatmul(intMatmulOp)) {
+            reassociatedQuantizedMatmulOps =
+                std::make_pair(intMatmulOp, genericOp);
+            break;
+          }
+        }
+      }
+    }
+    if (reassociatedQuantizedMatmulOps) {
+      setTileSizes(reassociatedQuantizedMatmulOps->first,
+                   reassociatedQuantizedMatmulOps->second, funcOp, target);
+    }
+  }
+};
+} // namespace
+
+std::unique_ptr<OperationPass<func::FuncOp>>
+createSetSpecialTilingConfigsPass() {
+  return std::make_unique<SetSpecialTilingConfigsPass>();
+}
+
+} // namespace iree_compiler
+} // namespace mlir