diff --git a/docs/concepts/metrics/available_metrics/agents.md b/docs/concepts/metrics/available_metrics/agents.md
index e7ae779f0..156475a5a 100644
--- a/docs/concepts/metrics/available_metrics/agents.md
+++ b/docs/concepts/metrics/available_metrics/agents.md
@@ -103,7 +103,7 @@ sample = MultiTurnSample(
     ]
 )
 
-scorer = ToolCallAccuracy(llm = evaluator_llm)
+scorer = ToolCallAccuracy()
 await scorer.multi_turn_ascore(sample)
 ```
 Output
@@ -119,7 +119,7 @@ By default the tool names and arguments are compared using exact string matching
 from ragas.metrics._string import NonLLMStringSimilarity
 from ragas.metrics._tool_call_accuracy import ToolCallAccuracy
 
-metric = ToolCallAccuracy(llm = evaluator_llm)
+metric = ToolCallAccuracy()
 metric.arg_comparison_metric = NonLLMStringSimilarity()
 ```
 
diff --git a/docs/howtos/integrations/_langgraph_agent_evaluation.md b/docs/howtos/integrations/_langgraph_agent_evaluation.md
index a694db948..c32755ddc 100644
--- a/docs/howtos/integrations/_langgraph_agent_evaluation.md
+++ b/docs/howtos/integrations/_langgraph_agent_evaluation.md
@@ -335,7 +335,6 @@ sample = MultiTurnSample(
 )
 
 tool_accuracy_scorer = ToolCallAccuracy()
-tool_accuracy_scorer.llm = ChatOpenAI(model="gpt-4o-mini")
 await tool_accuracy_scorer.multi_turn_ascore(sample)
 ```
 
diff --git a/docs/howtos/integrations/langgraph_agent_evaluation.ipynb b/docs/howtos/integrations/langgraph_agent_evaluation.ipynb
index a719c8511..473e03732 100644
--- a/docs/howtos/integrations/langgraph_agent_evaluation.ipynb
+++ b/docs/howtos/integrations/langgraph_agent_evaluation.ipynb
@@ -601,7 +601,6 @@
     ")\n",
     "\n",
     "tool_accuracy_scorer = ToolCallAccuracy()\n",
-    "tool_accuracy_scorer.llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
     "await tool_accuracy_scorer.multi_turn_ascore(sample)"
    ]
   },
diff --git a/docs/howtos/integrations/swarm_agent_evaluation.md b/docs/howtos/integrations/swarm_agent_evaluation.md
index d573be115..c654c4d9e 100644
--- a/docs/howtos/integrations/swarm_agent_evaluation.md
+++ b/docs/howtos/integrations/swarm_agent_evaluation.md
@@ -332,7 +332,6 @@ sample = MultiTurnSample(
 )
 
 tool_accuracy_scorer = ToolCallAccuracy()
-tool_accuracy_scorer.llm = ChatOpenAI(model="gpt-4o-mini")
 await tool_accuracy_scorer.multi_turn_ascore(sample)
 ```
 Output
@@ -381,7 +380,6 @@ sample = MultiTurnSample(
 )
 
 tool_accuracy_scorer = ToolCallAccuracy()
-tool_accuracy_scorer.llm = ChatOpenAI(model="gpt-4o-mini")
 await tool_accuracy_scorer.multi_turn_ascore(sample)
 ```
 Output