diff --git a/ggml/src/ggml-openvino/ggml-decoder.cpp b/ggml/src/ggml-openvino/ggml-decoder.cpp
index 9871c99f8ee..69c1f9919d4 100644
--- a/ggml/src/ggml-openvino/ggml-decoder.cpp
+++ b/ggml/src/ggml-openvino/ggml-decoder.cpp
@@ -166,16 +166,6 @@ int GgmlOvDecoder::compute_op_case(const ggml_tensor * node) const {
         }
         break;
     }
-    case GGML_OP_CONT: {
-        if (node->src[0]->op == GGML_OP_PERMUTE) {
-            op_case = 1;
-        } else if (node->src[0]->op == GGML_OP_TRANSPOSE) {
-            op_case = 2;
-        } else if (node->src[0]->op == GGML_OP_VIEW) {
-            op_case = 3;
-        }
-        break;
-    }
     case GGML_OP_PERMUTE: {
         if (node->src[0]->op != GGML_OP_VIEW) {
             op_case = 1;
@@ -195,9 +185,7 @@ int GgmlOvDecoder::compute_op_case(const ggml_tensor * node) const {
         break;
     }
     case GGML_OP_MUL_MAT: {
-        if (node->src[0]->op == GGML_OP_CONT && node->src[0]->src[0]->op == GGML_OP_TRANSPOSE) {
-            op_case = 2;
-        } else if (node->src[0]->op == GGML_OP_VIEW && node->src[1]->op == GGML_OP_VIEW) {
+        if (node->src[0]->op == GGML_OP_VIEW && node->src[1]->op == GGML_OP_VIEW) {
             op_case = 3;
         }
         break;
@@ -314,6 +302,14 @@ std::pair<ModelParams, ComputeParams> GgmlOvDecoder::compute_llm_params(ggml_cgr
             }
             break;
         }
+        // if the node op is TRANSPOSE and its input is PERMUTE and the source of the PERMUTE is VIEW, then get the attention size with the TRANSPOSE node ne[0] (in case no GGML_OP_FLASH_ATTN_EXT)
+        if (node->op == GGML_OP_TRANSPOSE && node->src[0]->op == GGML_OP_PERMUTE &&
+            node->src[0]->src[0]->op == GGML_OP_VIEW) {
+            compute_params.attention_size = node->ne[0];
+            if (is_static) {
+                compute_params.attention_size = model_params.ctx_per_seq;
+            }
+        }
         if (node->op == GGML_OP_ROPE) {
             memcpy(model_params.rope_params, node->op_params, sizeof(int32_t) * 15);
         }
@@ -880,6 +876,11 @@ ov::element::Type GgmlOvDecoder::get_output_type(const int node_idx) const {
     return get_ov_type(m_node_info_list[node_idx].node);
 }
 
+std::vector<size_t> GgmlOvDecoder::get_output_stride(int node_idx) const {
+    auto * ggml_tensor = m_node_info_list[node_idx].node;
+    return get_stride(ggml_tensor);
+}
+
 std::vector<std::string> GgmlOvDecoder::get_output_names(int node_idx) const {
     return {m_node_info_list[node_idx].node_output_name};
 }
@@ -889,6 +890,14 @@ const std::string & GgmlOvDecoder::get_op_name() const {
     return unknown_name;
 }
 
+int32_t GgmlOvDecoder::get_op_dynamic_dim(int node_idx) const {
+    auto it = m_node_dynamic_dims.find(m_node_info_list[node_idx].node);
+    if (it == m_node_dynamic_dims.end()) {
+        return -1;
+    }
+    return it->second;
+}
+
 const std::string & GgmlOvDecoder::get_op_name(int node_idx) const {
     return m_node_info_list[node_idx].node_name;
 }
diff --git a/ggml/src/ggml-openvino/ggml-decoder.h b/ggml/src/ggml-openvino/ggml-decoder.h
index c793c3d6ae7..ef185dbd324 100644
--- a/ggml/src/ggml-openvino/ggml-decoder.h
+++ b/ggml/src/ggml-openvino/ggml-decoder.h
@@ -107,6 +107,8 @@ class GgmlOvDecoder : public ov::frontend::ggml::GgmlDecoder {
 
     virtual ov::element::Type get_output_type(int node_idx) const override;
 
+    virtual std::vector<size_t> get_output_stride(int node_idx) const override;
+
     virtual int32_t * get_input_op_params(int node_idx, const std::string & name) const override;
 
     virtual int32_t * get_output_op_params(int node_idx) const override;
@@ -121,6 +123,8 @@ class GgmlOvDecoder : public ov::frontend::ggml::GgmlDecoder {
 
     virtual const std::string & get_op_name(int node_idx) const override;
 
+    virtual int32_t get_op_dynamic_dim(int node_idx) const override;
+
     virtual void visit_subgraph(std::function<void(std::shared_ptr<GgmlDecoder>, int node_idx)> node_visitor) const override;
 
     ggml_tensor * get_input_ggml_tensor(const std::string & name) const { return m_inputs.at(name); }
diff --git a/ggml/src/ggml-openvino/ggml-openvino.cpp b/ggml/src/ggml-openvino/ggml-openvino.cpp
index 149c16cde92..b613058206c 100644
--- a/ggml/src/ggml-openvino/ggml-openvino.cpp
+++ b/ggml/src/ggml-openvino/ggml-openvino.cpp
@@ -912,6 +912,14 @@ static bool is_op_unsupported_case(const ggml_tensor * op) {
         }
         break;
     }
+    case GGML_OP_TRANSPOSE: {
+        // if the type is bf16, will return true
+        if (op->type == GGML_TYPE_BF16) {
+            // GGML_LOG_WARN("OpenVINO backend does not support CONT with BF16 type\n");
+            return true;
+        }
+        break;
+    }
     default:
         break;
     }
@@ -933,7 +941,7 @@ static bool ggml_backend_openvino_device_supports_op(ggml_backend_dev_t dev, con
                                                GGML_TYPE_Q5_K, GGML_TYPE_Q8_0, GGML_TYPE_Q6_K};
 
     static const std::set<ggml_op> supported_ops{GGML_OP_NONE, GGML_OP_ADD, GGML_OP_MUL, GGML_OP_MUL_MAT, GGML_OP_VIEW,
-                                                 /*GGML_OP_CONT,*/ GGML_OP_RESHAPE, GGML_OP_PERMUTE, GGML_OP_TRANSPOSE,
+                                                 GGML_OP_CONT, GGML_OP_RESHAPE, GGML_OP_PERMUTE, GGML_OP_TRANSPOSE,
                                                  GGML_OP_GET_ROWS, GGML_OP_ROPE, GGML_OP_RMS_NORM, GGML_OP_SCALE,
                                                  // softmax is not updated due to replaced by flash_attn_ext
                                                  // GGML_OP_SOFT_MAX,
diff --git a/ggml/src/ggml-openvino/openvino/decoder.h b/ggml/src/ggml-openvino/openvino/decoder.h
index ed6ff7c0aba..764a269ec7a 100644
--- a/ggml/src/ggml-openvino/openvino/decoder.h
+++ b/ggml/src/ggml-openvino/openvino/decoder.h
@@ -35,6 +35,8 @@ class GgmlDecoder : public DecoderBase {
 
     virtual element::Type get_output_type(const int node_idx) const = 0;
 
+    virtual std::vector<size_t> get_output_stride(int node_idx) const = 0;
+
     virtual int32_t* get_input_op_params(int node_idx, const std::string& name) const = 0;
 
     virtual int32_t * get_output_op_params(int node_idx) const = 0;
@@ -69,6 +71,8 @@ class GgmlDecoder : public DecoderBase {
     virtual bool is_splited_model() const = 0;
 
     virtual int is_swa_layer(int layer) const = 0;
+
+    virtual int32_t get_op_dynamic_dim(int node_idx) const = 0;
 };
 
 }  // namespace ggml
diff --git a/ggml/src/ggml-openvino/openvino/node_context.h b/ggml/src/ggml-openvino/openvino/node_context.h
index aa484128a95..70d6c02e8e1 100644
--- a/ggml/src/ggml-openvino/openvino/node_context.h
+++ b/ggml/src/ggml-openvino/openvino/node_context.h
@@ -59,12 +59,20 @@ class NodeContext : public frontend::NodeContext {
         return m_decoder->get_input_op_params(m_node_idx, m_input_names[index]);
     }
 
+    int32_t get_op_dynamic_dim() const {
+        return m_decoder->get_op_dynamic_dim(m_node_idx);
+    }
+
     int32_t * get_output_op_params() const { return m_decoder->get_output_op_params(m_node_idx); }
 
     ov::element::Type get_output_type() const {
         return m_decoder->get_output_type(m_node_idx);
     }
 
+    std::vector<size_t> get_output_stride() const {
+        return m_decoder->get_output_stride(m_node_idx);
+    }
+
     Output<Node> get_input(int idx) const override {
         return m_tensor_map->at(m_input_names[idx]);
     }
diff --git a/ggml/src/ggml-openvino/openvino/op/cont.cpp b/ggml/src/ggml-openvino/openvino/op/cont.cpp
index 6160dd74444..243e236f166 100644
--- a/ggml/src/ggml-openvino/openvino/op/cont.cpp
+++ b/ggml/src/ggml-openvino/openvino/op/cont.cpp
@@ -18,27 +18,17 @@ namespace op {
 OutputVector translate_cont(const NodeContext & context) {
     num_inputs_check(context, 1, 1);
 
-    int op_case = context.get_op_case();
-    FRONT_END_CHECK_IMPLEMENTED(op_case == 1 || op_case == 2 || op_case == 3, "Unsupported CONT case");
-
     auto src_shape = context.get_input_shape(0).to_shape();
     auto dst_shape = context.get_output_shape().to_shape();
-    ov::Output<Node> res;
 
-    if (op_case == 1) {
-        // The input comes from a PERMUTE
-        throw std::runtime_error("Code of this case might be outdated");
-        dst_shape[1] = -1;
-        res = std::make_shared<ov::op::v1::Reshape>(
-            context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {dst_shape.size()}, dst_shape), false);
-    } else if (op_case == 2) {
-        // The input comes from a TRANSPOSE
-        return {context.get_input(0)};
-    } else {
-        // The input comes from a VIEW
-        res = process_view_input(context, 0);
+    if (context.get_op_dynamic_dim() != -1) {
+        dst_shape[3 - context.get_op_dynamic_dim()] = -1;
     }
 
+    ov::Output<Node> res;
+    res = std::make_shared<ov::op::v1::Reshape>(
+        context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {dst_shape.size()}, dst_shape), false);
+
     return rename_outputs_with_suffix({res}, context.get_name());
 }
 
diff --git a/ggml/src/ggml-openvino/openvino/op/transpose.cpp b/ggml/src/ggml-openvino/openvino/op/transpose.cpp
index 8e62e83c0d7..b3b4614e440 100644
--- a/ggml/src/ggml-openvino/openvino/op/transpose.cpp
+++ b/ggml/src/ggml-openvino/openvino/op/transpose.cpp
@@ -12,8 +12,37 @@ namespace op {
 OutputVector translate_transpose(const NodeContext & context) {
     num_inputs_check(context, 1, 1);
 
+    // Compute permute order from input/output shape and stride information
+    // so it adapts to different input and output layouts.
+    auto input_shape = context.get_input_shape(0).to_shape();
+    auto input_stride = context.get_input_stride(0);
+    auto output_shape = context.get_output_shape().to_shape();
+    auto output_stride = context.get_output_stride();
+
+    // Compute permute order by matching output and input stride rankings.
+    // Build <stride, dim_index> pairs.
+    std::vector<std::pair<size_t, int>> output_stride_dims;
+    std::vector<std::pair<size_t, int>> input_stride_dims;
+
+    for (int i = 0; i < 4; ++i) {
+        output_stride_dims.push_back({output_stride[i], i});
+        input_stride_dims.push_back({input_stride[i], i});
+    }
+
+    // Sort by stride in descending order.
+    std::sort(output_stride_dims.rbegin(), output_stride_dims.rend());
+    std::sort(input_stride_dims.rbegin(), input_stride_dims.rend());
+
+    // Build permute order.
+    std::vector<int64_t> permute_order(4);
+    for (int i = 0; i < 4; ++i) {
+        int output_dim = output_stride_dims[i].second;
+        int input_dim = input_stride_dims[i].second;
+        permute_order[output_dim] = input_dim;
+    }
+
     auto res = std::make_shared<ov::op::v1::Transpose>(
-        context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {4}, {0, 1, 3, 2}));
+        context.get_input(0), ov::op::v0::Constant::create(ov::element::i64, {4}, permute_order));
     return rename_outputs_with_suffix({res}, context.get_name());
 }
 
diff --git a/ggml/src/ggml-openvino/utils.cpp b/ggml/src/ggml-openvino/utils.cpp
index 5c832fbe459..e7bd8820df0 100644
--- a/ggml/src/ggml-openvino/utils.cpp
+++ b/ggml/src/ggml-openvino/utils.cpp
@@ -502,6 +502,9 @@ bool is_model_splitted(ggml_cgraph * cgraph) {
         if ((cgraph->n_nodes <= 1 && use_count==0) || (cgraph->n_nodes <= 1 && node->op == GGML_OP_VIEW && use_count == 1 && node->src[0] != nullptr && node->src[0]->op == GGML_OP_NONE)) {
             return false;
         }
+        if (cgraph->n_nodes == 1 && (cgraph->nodes[0]->op == GGML_OP_TRANSPOSE || cgraph->nodes[0]->op == GGML_OP_PERMUTE)) {
+            return false;
+        }
         int input_use_count = 0;
         for (int j = 0; j < cgraph->n_nodes; j++) {
             ggml_tensor * other_node = cgraph->nodes[j];