diff --git a/src/flow_factory/models/ltx2/ltx2_t2av.py b/src/flow_factory/models/ltx2/ltx2_t2av.py
index 94ed6928e..d68c23a6a 100644
--- a/src/flow_factory/models/ltx2/ltx2_t2av.py
+++ b/src/flow_factory/models/ltx2/ltx2_t2av.py
@@ -357,7 +357,7 @@ def _encode_text(
         input_ids = tok_out.input_ids.to(device)
         attention_mask = tok_out.attention_mask.to(device)
 
-        enc_out = self.pipeline.text_encoder(
+        enc_out = self.pipeline.text_encoder.model(
             input_ids=input_ids,
             attention_mask=attention_mask,
             output_hidden_states=True,