diff --git a/LLama.Examples/NewVersion/StatelessModeExecute.cs b/LLama.Examples/NewVersion/StatelessModeExecute.cs
index dadaf70a..d43cdd79 100644
--- a/LLama.Examples/NewVersion/StatelessModeExecute.cs
+++ b/LLama.Examples/NewVersion/StatelessModeExecute.cs
@@ -29,7 +29,7 @@ namespace LLama.Examples.NewVersion
                 Console.Write("\nQuestion: ");
                 Console.ForegroundColor = ConsoleColor.Green;
                 string prompt = Console.ReadLine();
-                Console.ForegroundColor = ConsoleColor.White; 
+                Console.ForegroundColor = ConsoleColor.White;
                 Console.Write("Answer: ");
                 prompt = $"Question: {prompt.Trim()} Answer: ";
                 foreach (var text in ex.Infer(prompt, inferenceParams))
diff --git a/LLama/LLamaContext.cs b/LLama/LLamaContext.cs
index 1ef2a8db..4fb601d4 100644
--- a/LLama/LLamaContext.cs
+++ b/LLama/LLamaContext.cs
@@ -1,6 +1,7 @@
 using LLama.Exceptions;
 using LLama.Native;
 using System;
+using System.Buffers;
 using System.Collections.Generic;
 using System.Linq;
 using System.Text;
@@ -384,6 +385,7 @@ namespace LLama
             return candidates_p;
         }
 
+        #region eval overloads
         /// <summary>
         /// 
         /// </summary>
@@ -391,7 +393,61 @@ namespace LLama
         /// <param name="pastTokensCount"></param>
         /// <returns>The updated `pastTokensCount`.</returns>
         /// <exception cref="RuntimeError"></exception>
-        public llama_token Eval(llama_token[] tokens, llama_token pastTokensCount)
+        public int Eval(llama_token[] tokens, llama_token pastTokensCount)
+        {
+            return Eval(tokens.AsSpan(), pastTokensCount);
+        }
+
+        /// <summary>
+        /// 
+        /// </summary>
+        /// <param name="tokens"></param>
+        /// <param name="pastTokensCount"></param>
+        /// <returns>The updated `pastTokensCount`.</returns>
+        /// <exception cref="RuntimeError"></exception>
+        public int Eval(List<llama_token> tokens, llama_token pastTokensCount)
+        {
+#if NET5_0_OR_GREATER
+            var span = CollectionsMarshal.AsSpan(tokens);
+            return Eval(span, pastTokensCount);
+#else
+            // on netstandard2.0 we can't use collections marshal to get directly at the internal memory of
+            // the list. Instead rent an array and copy the data into it. This avoids an allocation, but can't
+            // avoid the copying.
+
+            var rented = ArrayPool<llama_token>.Shared.Rent(tokens.Count);
+            try
+            {
+                tokens.CopyTo(rented, 0);
+                return Eval(rented, pastTokensCount);
+            }
+            finally
+            {
+                ArrayPool<llama_token>.Shared.Return(rented);
+            }
+#endif
+        }
+
+        /// <summary>
+        /// 
+        /// </summary>
+        /// <param name="tokens"></param>
+        /// <param name="pastTokensCount"></param>
+        /// <returns>The updated `pastTokensCount`.</returns>
+        /// <exception cref="RuntimeError"></exception>
+        public int Eval(ReadOnlyMemory<llama_token> tokens, llama_token pastTokensCount)
+        {
+            return Eval(tokens.Span, pastTokensCount);
+        }
+
+        /// <summary>
+        /// 
+        /// </summary>
+        /// <param name="tokens"></param>
+        /// <param name="pastTokensCount"></param>
+        /// <returns>The updated `pastTokensCount`.</returns>
+        /// <exception cref="RuntimeError"></exception>
+        public int Eval(ReadOnlySpan<llama_token> tokens, llama_token pastTokensCount)
         {
             int total = tokens.Length;
             for(int i = 0; i < total; i += Params.BatchSize)
@@ -402,7 +458,7 @@ namespace LLama
                     n_eval = Params.BatchSize;
                 }
 
-                if (!_ctx.Eval(tokens.AsMemory(i, n_eval), pastTokensCount, Params.Threads))
+                if (!_ctx.Eval(tokens.Slice(i, n_eval), pastTokensCount, Params.Threads))
                 {
                     _logger?.Log(nameof(LLamaContext), "Failed to eval.", ILLamaLogger.LogLevel.Error);
                     throw new RuntimeError("Failed to eval.");
@@ -412,6 +468,7 @@ namespace LLama
             }
             return pastTokensCount;
         }
+#endregion
 
         internal IEnumerable<string> GenerateResult(IEnumerable<llama_token> ids)
         {
@@ -419,6 +476,16 @@ namespace LLama
                 yield return _ctx.TokenToString(id, _encoding);
         }
 
+        /// <summary>
+        /// Convert a token into a string
+        /// </summary>
+        /// <param name="token"></param>
+        /// <returns></returns>
+        public string TokenToString(llama_token token)
+        {
+            return NativeHandle.TokenToString(token, Encoding);
+        }
+
         /// <inheritdoc />
         public virtual void Dispose()
         {
diff --git a/LLama/Native/SafeLLamaContextHandle.cs b/LLama/Native/SafeLLamaContextHandle.cs
index 04663d77..bb5911fe 100644
--- a/LLama/Native/SafeLLamaContextHandle.cs
+++ b/LLama/Native/SafeLLamaContextHandle.cs
@@ -179,12 +179,14 @@ namespace LLama.Native
         /// <param name="n_past">the number of tokens to use from previous eval calls</param>
         /// <param name="n_threads"></param>
         /// <returns>Returns true on success</returns>
-        public bool Eval(Memory<int> tokens, int n_past, int n_threads)
+        public bool Eval(ReadOnlySpan<int> tokens, int n_past, int n_threads)
         {
-            using var pin = tokens.Pin();
             unsafe
             {
-                return NativeApi.llama_eval_with_pointer(this, (int*)pin.Pointer, tokens.Length, n_past, n_threads) == 0;
+                fixed (int* pinned = tokens)
+                {
+                    return NativeApi.llama_eval_with_pointer(this, pinned, tokens.Length, n_past, n_threads) == 0;
+                }
             }
         }
     }
diff --git a/LLama/Utils.cs b/LLama/Utils.cs
index 27eab2c6..45acad76 100644
--- a/LLama/Utils.cs
+++ b/LLama/Utils.cs
@@ -37,7 +37,7 @@ namespace LLama
         [Obsolete("Use SafeLLamaContextHandle Eval method instead")]
         public static int Eval(SafeLLamaContextHandle ctx, llama_token[] tokens, int startIndex, int n_tokens, int n_past, int n_threads)
         {
-            var slice = tokens.AsMemory().Slice(startIndex, n_tokens);
+            var slice = tokens.AsSpan().Slice(startIndex, n_tokens);
             return ctx.Eval(slice, n_past, n_threads) ? 0 : 1;
         }