diff --git a/arch/loongarch/include/asm/ftrace.h b/arch/loongarch/include/asm/ftrace.h
index 90f9d3399b2a..3418d32d4fc7 100644
--- a/arch/loongarch/include/asm/ftrace.h
+++ b/arch/loongarch/include/asm/ftrace.h
@@ -10,8 +10,6 @@
 #define FTRACE_REGS_PLT_IDX	1
 #define NR_FTRACE_PLTS		2
 
-#define GRAPH_FAKE_OFFSET (sizeof(struct pt_regs) - offsetof(struct pt_regs, regs[1]))
-
 #ifdef CONFIG_FUNCTION_TRACER
 
 #define MCOUNT_INSN_SIZE 4		/* sizeof mcount call */
diff --git a/arch/loongarch/include/asm/unwind.h b/arch/loongarch/include/asm/unwind.h
index f2b52b9ea93d..6ece48f0ff77 100644
--- a/arch/loongarch/include/asm/unwind.h
+++ b/arch/loongarch/include/asm/unwind.h
@@ -7,8 +7,10 @@
 #ifndef _ASM_UNWIND_H
 #define _ASM_UNWIND_H
 
+#include <linux/ftrace.h>
 #include <linux/sched.h>
 
+#include <asm/ptrace.h>
 #include <asm/stacktrace.h>
 
 enum unwinder_type {
@@ -40,4 +42,11 @@ static inline bool unwind_error(struct unwind_state *state)
 	return state->error;
 }
 
+#define GRAPH_FAKE_OFFSET (sizeof(struct pt_regs) - offsetof(struct pt_regs, regs[1]))
+static inline unsigned long unwind_graph_addr(struct unwind_state *state,
+					unsigned long pc, unsigned long cfa)
+{
+	return ftrace_graph_ret_addr(state->task, &state->graph_idx,
+				     pc, (unsigned long *)(cfa - GRAPH_FAKE_OFFSET));
+}
 #endif /* _ASM_UNWIND_H */
diff --git a/arch/loongarch/kernel/unwind_guess.c b/arch/loongarch/kernel/unwind_guess.c
index e03864511582..8ce32c37c587 100644
--- a/arch/loongarch/kernel/unwind_guess.c
+++ b/arch/loongarch/kernel/unwind_guess.c
@@ -11,10 +11,7 @@ unsigned long unwind_get_return_address(struct unwind_state *state)
 {
 	if (unwind_done(state))
 		return 0;
-	else if (state->first)
-		return state->pc;
-
-	return *(unsigned long *)(state->sp);
+	return state->pc;
 }
 EXPORT_SYMBOL_GPL(unwind_get_return_address);
 
@@ -36,7 +33,7 @@ void unwind_start(struct unwind_state *state, struct task_struct *task,
 
 	state->task = task;
 	state->first = true;
-
+	state->pc = unwind_graph_addr(state, state->pc, state->sp);
 	get_stack_info(state->sp, state->task, &state->stack_info);
 
 	if (!unwind_done(state) && !__kernel_text_address(state->pc))
@@ -60,9 +57,8 @@ bool unwind_next_frame(struct unwind_state *state)
 		     state->sp < info->end;
 		     state->sp += sizeof(unsigned long)) {
 			addr = *(unsigned long *)(state->sp);
-			state->pc = ftrace_graph_ret_addr(state->task, &state->graph_idx,
-					addr, (unsigned long *)(state->sp - GRAPH_FAKE_OFFSET));
-			if (__kernel_text_address(addr))
+			state->pc = unwind_graph_addr(state, addr, state->sp + 8);
+			if (__kernel_text_address(state->pc))
 				return true;
 		}
 
diff --git a/arch/loongarch/kernel/unwind_prologue.c b/arch/loongarch/kernel/unwind_prologue.c
index 9d51ea37782e..35cab7f77c6b 100644
--- a/arch/loongarch/kernel/unwind_prologue.c
+++ b/arch/loongarch/kernel/unwind_prologue.c
@@ -21,16 +21,9 @@ static inline void unwind_state_fixup(struct unwind_state *state)
 
 unsigned long unwind_get_return_address(struct unwind_state *state)
 {
-
 	if (unwind_done(state))
 		return 0;
-	else if (state->type)
-		return state->pc;
-	else if (state->first)
-		return state->pc;
-
-	return *(unsigned long *)(state->sp);
-
+	return state->pc;
 }
 EXPORT_SYMBOL_GPL(unwind_get_return_address);
 
@@ -43,9 +36,8 @@ static bool unwind_by_guess(struct unwind_state *state)
 	     state->sp < info->end;
 	     state->sp += sizeof(unsigned long)) {
 		addr = *(unsigned long *)(state->sp);
-		state->pc = ftrace_graph_ret_addr(state->task, &state->graph_idx,
-				addr, (unsigned long *)(state->sp - GRAPH_FAKE_OFFSET));
-		if (__kernel_text_address(addr))
+		state->pc = unwind_graph_addr(state, addr, state->sp + 8);
+		if (__kernel_text_address(state->pc))
 			return true;
 	}
 
@@ -161,7 +153,7 @@ void unwind_start(struct unwind_state *state, struct task_struct *task,
 
 	state->task = task;
 	state->first = true;
-
+	state->pc = unwind_graph_addr(state, state->pc, state->sp);
 	get_stack_info(state->sp, state->task, &state->stack_info);
 
 	if (!unwind_done(state) && !__kernel_text_address(state->pc))
@@ -188,8 +180,7 @@ bool unwind_next_frame(struct unwind_state *state)
 
 		case UNWINDER_PROLOGUE:
 			if (unwind_by_prologue(state)) {
-				state->pc = ftrace_graph_ret_addr(state->task, &state->graph_idx,
-						state->pc, (unsigned long *)(state->sp - GRAPH_FAKE_OFFSET));
+				state->pc = unwind_graph_addr(state, state->pc, state->sp);
 				return true;
 			}
 
@@ -204,8 +195,7 @@ bool unwind_next_frame(struct unwind_state *state)
 				state->first = true;
 				state->ra = regs->regs[1];
 				state->sp = regs->regs[3];
-				state->pc = ftrace_graph_ret_addr(state->task, &state->graph_idx,
-						pc, (unsigned long *)(state->sp - GRAPH_FAKE_OFFSET));
+				state->pc = pc;
 				get_stack_info(state->sp, state->task, info);
 
 				return true;
