diff --git a/api/apps/sdk/doc.py b/api/apps/sdk/doc.py
index 7ed5d0cca4..364a959cd8 100644
--- a/api/apps/sdk/doc.py
+++ b/api/apps/sdk/doc.py
@@ -1682,7 +1682,7 @@ async def retrieval_test(tenant_id):
     if not doc_ids:
         metadata_condition = req.get("metadata_condition")
         if metadata_condition:
-            metas = DocMetadataService.get_meta_by_kbs(kb_ids)
+            metas = DocMetadataService.get_flatted_meta_by_kbs(kb_ids)
             doc_ids = meta_filter(metas, convert_conditions(metadata_condition), metadata_condition.get("logic", "and"))
             # If metadata_condition has conditions but no docs match, return empty result
             if not doc_ids and metadata_condition.get("conditions"):
diff --git a/rag/nlp/search.py b/rag/nlp/search.py
index 30f6f047de..3cf70b6d94 100644
--- a/rag/nlp/search.py
+++ b/rag/nlp/search.py
@@ -438,6 +438,12 @@ class Dealer:
 
         # When vector_similarity_weight is 0, similarity_threshold is not meaningful for term-only scores.
         post_threshold = 0.0 if vector_similarity_weight <= 0 else similarity_threshold
+
+        # When doc_ids is explicitly provided (metadata or document filtering), bypass threshold
+        # User wants those specific documents regardless of their relevance score
+        if doc_ids:
+            post_threshold = 0.0
+
         valid_idx = [int(i) for i in sorted_idx if sim_np[i] >= post_threshold]
         filtered_count = len(valid_idx)
         ranks["total"] = int(filtered_count)
diff --git a/test/testcases/test_http_api/test_file_management_within_dataset/test_doc_sdk_routes_unit.py b/test/testcases/test_http_api/test_file_management_within_dataset/test_doc_sdk_routes_unit.py
index 872563ccae..cd4c2e9d23 100644
--- a/test/testcases/test_http_api/test_file_management_within_dataset/test_doc_sdk_routes_unit.py
+++ b/test/testcases/test_http_api/test_file_management_within_dataset/test_doc_sdk_routes_unit.py
@@ -220,6 +220,11 @@ def _load_doc_module(monkeypatch):
     
     tenant_llm_service_mod.TenantService = _StubTenantService
     tenant_llm_service_mod.TenantLLMService = _StubTenantLLMService
+
+    class _StubLLMFactoriesService:
+        pass
+
+    tenant_llm_service_mod.LLMFactoriesService = _StubLLMFactoriesService
     monkeypatch.setitem(sys.modules, "api.db.services.tenant_llm_service", tenant_llm_service_mod)
 
     # Mock LLMService
@@ -993,7 +998,7 @@ class TestDocRoutesUnit:
             "get_request_json",
             lambda: _AwaitableValue({"dataset_ids": ["ds-1"], "question": "q", "metadata_condition": {"logic": "and"}}),
         )
-        monkeypatch.setattr(module.DocMetadataService, "get_meta_by_kbs", lambda _ids: [])
+        monkeypatch.setattr(module.DocMetadataService, "get_flatted_meta_by_kbs", lambda _kbs: [])
         monkeypatch.setattr(module, "meta_filter", lambda *_args, **_kwargs: [])
         res = _run(module.retrieval_test.__wrapped__("tenant-1"))
         assert "code" in res