diff --git a/packages/rspack-test-tools/etc/test-tools.api.md b/packages/rspack-test-tools/etc/test-tools.api.md
index da6cd4b9138a..2b682c08fea1 100644
--- a/packages/rspack-test-tools/etc/test-tools.api.md
+++ b/packages/rspack-test-tools/etc/test-tools.api.md
@@ -138,7 +138,8 @@ export function createWatchCase(name: string, src: string, dist: string, temp: s
 export function createWatchIncrementalCase(name: string, src: string, dist: string, temp: string, options?: WatchIncrementalOptions): void;
 
 // @public (undocumented)
-export function describeByWalk(testFile: string, createCase: (name: string, src: string, dist: string) => void, options?: {
+export function describeByWalk(
+testFile: string, createCase: (name: string, src: string, dist: string) => void, options?: {
     type?: 'file' | 'directory';
     level?: number;
     source?: string;
diff --git a/packages/rspack-test-tools/src/helper/directory.ts b/packages/rspack-test-tools/src/helper/directory.ts
index b06349d5faf2..be56a34c49d3 100644
--- a/packages/rspack-test-tools/src/helper/directory.ts
+++ b/packages/rspack-test-tools/src/helper/directory.ts
@@ -9,6 +9,9 @@ export const isValidCaseDirectory = (name: string) =>
   !name.startsWith('_') && !name.startsWith('.') && name !== 'node_modules';
 
 export function describeByWalk(
+  /**
+   * The test file absolute path.
+   */
   testFile: string,
   createCase: (name: string, src: string, dist: string) => void,
   options: {
@@ -30,6 +33,7 @@ export function describeByWalk(
     options.source || path.join(path.dirname(testFile), `${testId}Cases`);
 
   const testSourceId = path.basename(sourceBase);
+  const absoluteTestDir = path.dirname(testFile);
 
   const distBase =
     options.dist || path.join(path.dirname(testFile), 'js', testId);
@@ -75,8 +79,21 @@ export function describeByWalk(
               .split('.')
               .shift()!,
           );
+          let suiteName = name;
 
-          describeFn(name, () => {
+          // support filter test by absolute path
+          if (process.env.testFilter?.includes(absoluteTestDir)) {
+            const fullCasePath = path.join(
+              absoluteTestDir,
+              testSourceId,
+              caseName,
+            );
+            if (fullCasePath.includes(process.env.testFilter!)) {
+              suiteName = fullCasePath;
+            }
+          }
+
+          describeFn(suiteName, () => {
             const source = path.join(sourceBase, caseName);
             let dist = '';
             if (absoluteDist) {
@@ -89,7 +106,7 @@ export function describeByWalk(
                 dist = path.join(sourceBase, caseName, relativeDist);
               }
             }
-            createCase(name, source, dist);
+            createCase(suiteName, source, dist);
           });
         }
       });
diff --git a/tests/rspack-test/Cache.test.js b/tests/rspack-test/Cache.test.js
index 8e891bd0f57d..6d70cf7193df 100644
--- a/tests/rspack-test/Cache.test.js
+++ b/tests/rspack-test/Cache.test.js
@@ -4,7 +4,7 @@ const tempDir = path.resolve(__dirname, `./js/temp`);
 
 // Run tests rspack-test/tests/cacheCases in target async-node
 describeByWalk(
-	"cache",
+	__filename,
 	(name, src, dist) => {
 		createCacheCase(name, src, dist, "async-node", path.join(tempDir, name));
 	},
diff --git a/tests/rspack-test/rstest.config.ts b/tests/rspack-test/rstest.config.ts
index aa8c2ead2b58..9deb8c0beb0b 100644
--- a/tests/rspack-test/rstest.config.ts
+++ b/tests/rspack-test/rstest.config.ts
@@ -34,6 +34,14 @@ const wasmConfig = process.env.WASM && defineProject({
 	maxConcurrency: 1,
 });
 
+const testFilter = process.argv.includes("--test") || process.argv.includes("-t")
+				? process.argv[
+				(process.argv.includes("-t")
+					? process.argv.indexOf("-t")
+					: process.argv.indexOf("--test")) + 1
+				]
+				: undefined;
+
 const sharedConfig = defineProject({
 	setupFiles: setupFilesAfterEnv,
 	testTimeout: process.env.CI ? 60000 : 30000,
@@ -75,14 +83,7 @@ const sharedConfig = defineProject({
 		RSPACK_DEV: 'false',
 		RSPACK_EXPERIMENTAL: 'true',
 		RSPACK_CONFIG_VALIDATE: "strict",
-		testFilter:
-			process.argv.includes("--test") || process.argv.includes("-t")
-				? process.argv[
-				(process.argv.includes("-t")
-					? process.argv.indexOf("-t")
-					: process.argv.indexOf("--test")) + 1
-				]
-				: undefined,
+		testFilter,	
 		printLogger: process.env.DEBUG === "test" ? 'true' : 'false',
 		__TEST_PATH__: __dirname,
 		__TEST_FIXTURES_PATH__: path.resolve(__dirname, "fixtures"),
@@ -112,7 +113,7 @@ export default defineConfig({
 			RSPACK_HOT_TEST: 'true',
 		},
 	}],
-	reporters: ['default'],
+	reporters: testFilter ? ['verbose'] : ['default'],
 	hideSkippedTests: true,
 	pool: {
 		maxWorkers: process.env.WASM ? 1 : "80%",
diff --git a/website/docs/en/contribute/development/testing.mdx b/website/docs/en/contribute/development/testing.mdx
index 9c4c2c838660..e94a9e1398d4 100644
--- a/website/docs/en/contribute/development/testing.mdx
+++ b/website/docs/en/contribute/development/testing.mdx
@@ -41,7 +41,7 @@ You can run Rspack tests by running `./x test unit` or `pnpm run test:unit` at t
 You can also go to the `tests/rspack-test` folder and run `npm run test` to run test cases and add some arguments:
 
 - **When refreshing test snapshots is needed**: Add `-u`, like `npm run test -- -u`
-- **When filtering test cases is needed**: Add `-t`, like `npm run test -- -t configCases/asset` to only run test cases from the `tests/rspack-test/configCases/asset` folder. Pattern matching supports regex, see [rstest](https://rstest.rs/config/test/testNamePattern) for details.
+- **When filtering test cases is needed**: Add `-t`. Pattern matching supports regex, see [rstest](https://rstest.rs/config/test/testNamePattern) for details.
 
 ### Running tests
 
@@ -51,8 +51,11 @@ You can run these test cases in the following ways:
 - Or run `npm run test` from the `tests/rspack-test` directory.
 - To update snapshots, run `npm run test -- -u` from the `tests/rspack-test` directory.
 - To pass specific rstest cli arguments, run `npm run test -- {args}` from the `tests/rspack-test` directory.
-- To filter specific test cases, run `npm run test -- -t path-of-spec` from the `tests/rspack-test` directory.
-  - Like `npm run test -- -t configCases/asset` to only run test cases from the `tests/rspack-test/configCases/asset` folder (config will be automatically mapped to configCases, and other folders will work in a similar way).
+- To filter specific test cases, run `npm run test -- -t ${testPath}` where `testPath` can be either an absolute or relative path.
+  - For example:
+    - `npm run test -- -t hotCases/json/error-in-json` (or `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases/json/error-in-json`) will run all tests in the `error-in-json` test case.
+    - `npm run test -- -t hotCases/json` (or `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases/json`) will run all test cases in the `json` directory.
+    - `npm run test -- -t hotCases` (or `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases`) will run all test cases in the `hotCases` directory.
 - To use Rspack Wasm for running test cases, you need to additionally configure the following environment variables:
   1. `NAPI_RS_FORCE_WASI=1`: Forces the use of Rspack Wasm instead of native binding
   2. `WASM=1`: Enables Wasm-specific test configurations
diff --git a/website/docs/zh/contribute/development/testing.mdx b/website/docs/zh/contribute/development/testing.mdx
index 2c20865796bd..cf5f85274736 100644
--- a/website/docs/zh/contribute/development/testing.mdx
+++ b/website/docs/zh/contribute/development/testing.mdx
@@ -41,7 +41,7 @@ Rspack 的测试用例包括如下：
 也可以进入 `tests/rspack-test` 文件夹并运行 `npm run test` 来运行测试用例，并且对测试流程进行更精细的控制：
 
 - **需要刷新测试快照时**：添加 `-u` 参数，如 `npm run test -- -u`
-- **需要过滤测试用例时**：添加 `-t` 参数，如 `npm run test -- -t configCases/asset` 即可仅运行 `tests/rspack-test/configCases/asset` 文件夹下的用例。匹配支持正则，详见 [rstest](https://rstest.rs/config/test/testNamePattern)
+- **需要过滤测试用例时**：添加 `-t` 参数。匹配支持正则，详见 [rstest](https://rstest.rs/config/test/testNamePattern)
 
 ### 运行测试
 
@@ -51,8 +51,11 @@ Rspack 的测试用例包括如下：
 - 或在 `tests/rspack-test` 目录下运行 `npm run test`。
 - 如需更新 snapshot，在 `tests/rspack-test` 目录下运行 `npm run test -- -u`。
 - 如需传入特定 rstest cli 参数，在 `tests/rspack-test` 目录下运行 `npm run test -- {args}`。
-- 如需过滤特定测试用例，在 `tests/rspack-test` 目录下运行 `npm run test  -- -t path-of-spec`。
-  - 如 `npm run test -- -t configCases/asset` 即可仅运行 `tests/rspack-test/configCases/asset` 文件夹下的用例（config 会自动映射到 configCases，其他文件夹类似）。
+- 如需过滤特定测试用例，运行 `npm run test -- -t ${testPath}`，其中 `${testPath}` 可以是绝对路径或相对路径。
+  - 例如：
+    - `npm run test -- -t hotCases/json/error-in-json` (或 `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases/json/error-in-json`) 将运行 `error-in-json` 测试用例中的所有测试。
+    - `npm run test -- -t hotCases/json` (或 `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases/json`) 将运行 `json` 目录下的所有测试用例。
+    - `npm run test -- -t hotCases` (或 `npm run test -- -t /Users/rspack/tests/rspack-test/hotCases`) 将运行 `hotCases` 目录下的所有测试用例。
 - 如需使用 Rspack Wasm 运行测试用例，需要额外配置以下环境变量：
   1. `NAPI_RS_FORCE_WASI=1`： 强制使用 Rspack Wasm 而不是原生绑定
   2. `WASM=1`：启用 Wasm 专用的测试配置