diff --git a/docs/release/TRAJECTORIES.md b/docs/release/TRAJECTORIES.md
index 6e590cb84..bb15cdd0b 100644
--- a/docs/release/TRAJECTORIES.md
+++ b/docs/release/TRAJECTORIES.md
@@ -447,7 +447,6 @@ sampling_args = {
     "extra_body": {
         "return_tokens_as_token_ids": True,  # Return tokens as token IDs
         "return_token_ids": True,             # Include token_ids in response
-        "prompt_logprobs": 1,                 # Optional: include prompt logprobs
     },
 }
 ```
diff --git a/verifiers/rl/trainer/config.py b/verifiers/rl/trainer/config.py
index 49c1824f6..60c5626eb 100644
--- a/verifiers/rl/trainer/config.py
+++ b/verifiers/rl/trainer/config.py
@@ -321,7 +321,6 @@ def __post_init__(self):
                 "include_stop_str_in_output": False,
                 "return_tokens_as_token_ids": True,
                 "return_token_ids": True,
-                "prompt_logprobs": True,
             },
         }
         self.gradient_accumulation_steps = 1
diff --git a/verifiers/utils/token_utils.py b/verifiers/utils/token_utils.py
index cee53df59..eefe2cabd 100644
--- a/verifiers/utils/token_utils.py
+++ b/verifiers/utils/token_utils.py
@@ -73,7 +73,7 @@ def prepare_sampling_args_for_token_prompts(
 ) -> SamplingArgs:
     """Ensures necessary fields are set for token prompts to work."""
     sampling_args["logprobs"] = True
-    extra_body = dict(return_token_ids=True, prompt_logprobs=True)
+    extra_body = dict(return_token_ids=True)
     if "extra_body" in sampling_args:
         sampling_args["extra_body"].update(extra_body)
     else: