diff --git a/delphi/__main__.py b/delphi/__main__.py
index 064c34a2..a1cf6ca2 100644
--- a/delphi/__main__.py
+++ b/delphi/__main__.py
@@ -145,7 +145,7 @@ async def process_cache(
     if run_cfg.explainer_provider == "offline":
         llm_client = Offline(
             run_cfg.explainer_model,
-            max_memory=0.9,
+            max_memory=run_cfg.max_memory,
             # Explainer models context length - must be able to accommodate the longest
             # set of examples
             max_model_len=run_cfg.explainer_model_max_len,
diff --git a/delphi/clients/offline.py b/delphi/clients/offline.py
index 9dea693f..ecd07d37 100644
--- a/delphi/clients/offline.py
+++ b/delphi/clients/offline.py
@@ -11,6 +11,7 @@
     destroy_distributed_environment,
     destroy_model_parallel,
 )
+from vllm.inputs import TokensPrompt
 
 from delphi import logger
 
@@ -103,6 +104,7 @@ async def process_func(
             prompt = self.tokenizer.apply_chat_template(
                 batch, add_generation_prompt=True, tokenize=True
             )
+            prompt = TokensPrompt(prompt_token_ids=prompt)
             prompts.append(prompt)
             if self.statistics:
                 non_cached_tokens = len(
@@ -121,7 +123,7 @@ async def process_func(
             None,
             partial(
                 self.client.generate,  # type: ignore
-                prompt_token_ids=prompts,
+                prompts,
                 sampling_params=self.sampling_params,
                 use_tqdm=False,
             ),
diff --git a/delphi/config.py b/delphi/config.py
index 05b723df..0cf6452e 100644
--- a/delphi/config.py
+++ b/delphi/config.py
@@ -191,6 +191,11 @@ class RunConfig(Serializable):
     )
     """Number of GPUs to use for explanation and scoring."""
 
+    max_memory: float = field(
+        default=0.9,
+    )
+    """Fraction of GPU memory to allocate to running explainer model."""
+
     seed: int = field(
         default=22,
     )
diff --git a/pyproject.toml b/pyproject.toml
index 844cb085..554e8036 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,7 +22,7 @@ dependencies = [
     "blobfile",
     "bitsandbytes",
     "flask",
-    "vllm",
+    "vllm>=0.10.2",
     "aiofiles",
     "sentence_transformers",
     "anyio>=4.8.0",