diff --git a/index.bs b/index.bs
index ff549041..6c481db8 100644
--- a/index.bs
+++ b/index.bs
@@ -1443,7 +1443,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dataType}} to {{MLOperandDataType/"int64"}}.
     1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for the operation |op|, given |options|.
+        1. Let |operator| be an [=operator=] for the |op| operation, given |options|.
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
@@ -1534,7 +1534,7 @@ partial interface MLGraphBuilder {
         1. If its [=MLOperand/dataType=] is not equal to |input|'s [=MLOperand/dataType=], then [=exception/throw=] a {{TypeError}}.
         1. If its [=MLOperand/shape=] is not equal to « |input|'s [=MLOperand/shape=][|options|.{{MLBatchNormalizationOptions/axis}}] », then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for the batchNormalization operation, given |input|, |mean|, |variance| and |options|.
+        1. Let |operator| be an [=operator=] for the "batchNormalization" operation, given |input|, |mean|, |variance| and |options|.
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |input|.{{MLOperand/[[descriptor]]}}.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input|, |mean|, and |variance|.
@@ -1585,7 +1585,7 @@ partial interface MLGraphBuilder {
   </summary>
     1. If [=MLGraphBuilder/validating operand=] with [=this=] and |input| returns false, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for the cast operation, given |type|.
+        1. Let |operator| be an [=operator=] for the "cast" operation, given |type|.
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
@@ -1668,7 +1668,7 @@ partial interface MLGraphBuilder {
     1. If [=checking clamp options=] given |options| returns false, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the clamp operation, given |options|.{{MLClampOptions/minValue}} and |options|.{{MLClampOptions/maxValue}}.
+        1. Let |operator| be an [=operator=] for the "clamp" operation, given |options|.{{MLClampOptions/minValue}} and |options|.{{MLClampOptions/maxValue}}.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -1738,7 +1738,7 @@ partial interface MLGraphBuilder {
                 1. Set |desc|.{{MLOperandDescriptor/dimensions}}[|axis|] to |size|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the concat operation, given |inputs| and |axis|.
+        1. Let |operator| be an [=operator=] for the "concat" operation, given |inputs| and |axis|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |inputs|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -1935,7 +1935,7 @@ partial interface MLGraphBuilder {
         1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the conv2d operation, given |options| and |filter|.
+        1. Let |operator| be an [=operator=] for the "conv2d" operation, given |options| and |filter|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input| and |filter|.
         1. If |options|.{{MLConv2dOptions/bias}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -2144,7 +2144,7 @@ partial interface MLGraphBuilder {
         1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the convTranspose2d operation, given |options| and |filter|.
+        1. Let |operator| be an [=operator=] for the "convTranspose2d" operation, given |options| and |filter|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input| and |filter|.
         1. If |options|.{{MLConv2dOptions/bias}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -2204,7 +2204,7 @@ partial interface MLGraphBuilder {
         1. If that returns failure, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |descriptor|.
-        1. Let |operator| be an [=operator=] for the binary operation |op|, given |a| and |b|.
+        1. Let |operator| be an [=operator=] for the |op| operation, given |a| and |b|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |a| and |b|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2321,7 +2321,7 @@ Although operations {{MLGraphBuilder/greaterOrEqual()}} and {{MLGraphBuilder/les
     1. Set |descriptor|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |descriptor|.
-        1. Let |operator| be an [=operator=] for the logical operation |op|, given |a| and (if |op| is not "not") |b|.
+        1. Let |operator| be an [=operator=] for the |op| operation, given |a| and (if |op| is not "not") |b|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |a| and (if |op| is anything other than "not") |b|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2430,7 +2430,7 @@ partial interface MLGraphBuilder {
     1. If |allowedDataTypes| is given and it does not [=list/contain=] |input|'s [=MLOperand/dataType=], then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the unary operation |op|.
+        1. Let |operator| be an [=operator=] for the |op| operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2589,7 +2589,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the ELU operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "elu" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2639,7 +2639,7 @@ partial interface MLGraphBuilder {
         1. If that returns failure, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |outputDescriptor|.
-        1. Let |operator| be an [=operator=] for the expand operation, given |input| and |newShape|.
+        1. Let |operator| be an [=operator=] for the "expand" operation, given |input| and |newShape|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2713,7 +2713,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dataType}} to |input|'s [=MLOperand/dataType=].
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given |desc|.
-        1. Let |operator| be an [=operator=] for the Gather operation, given |input|, |indices|, and |options|.
+        1. Let |operator| be an [=operator=] for the "gather" operation, given |input|, |indices|, and |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input| and |indices|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2820,7 +2820,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the gelu operation.
+        1. Let |operator| be an [=operator=] for the "gelu" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -2914,7 +2914,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dataType}} to |a|'s [=MLOperand/dataType=].
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the GEMM operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "gemm" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |a| and |b|.
         1. If |options|.{{MLGemmOptions/c}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -3067,7 +3067,7 @@ partial interface MLGraphBuilder {
             1. Set |desc1|.{{MLOperandDescriptor/dataType}} to |input|'s [=MLOperand/dataType=].
             1. Set |desc1|.{{MLOperandDescriptor/dimensions}} to the [=/list=] « |steps|, |numDirections|, |batchSize|, |hiddenSize| ».
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for "gru", given |weight|, |recurrentWeight|, |steps|, |hiddenSize| and |options| as parameters.
+        1. Let |operator| be an [=operator=] for the "gru" operation, given |weight|, |recurrentWeight|, |steps|, |hiddenSize| and |options| as parameters.
         1. Let |output0| be the result of [=creating an MLOperand=] given [=this=] and |desc0|.
         1. If |options|.{{MLGruOptions/returnSequence}} is true:
             1. Let |output1| be the result of [=creating an MLOperand=] given [=this=] and |desc1|.
@@ -3243,7 +3243,7 @@ partial interface MLGraphBuilder {
     1. If |options|.{{MLGruCellOptions/activations}} [=map/exists=], and running the [=MLActivation/validation steps=] of any [=list/item=] in it with |desc| returns false, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for "gruCell", given |weight|, |recurrentWeight|, |hiddenState|, |hiddenSize| and |options| as parameters.
+        1. Let |operator| be an [=operator=] for the "gruCell" operation, given |weight|, |recurrentWeight|, |hiddenState|, |hiddenSize| and |options| as parameters.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input|, |weight|, |recurrentWeight|, and |hiddenState|.
         1. If |options|.{{MLGruCellOptions/bias}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -3413,7 +3413,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the hard sigmoid operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "hardSigmoid" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -3482,7 +3482,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the hard-swish operation.
+        1. Let |operator| be an [=operator=] for the "hardSwish" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -3568,7 +3568,7 @@ partial interface MLGraphBuilder {
         1. If its [=MLOperand/shape=] is not equal to « |input|'s [=MLOperand/shape=][|axis|] », then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the instance normalization operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "instanceNormalization" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. If |options|.{{MLInstanceNormalizationOptions/scale}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -3677,7 +3677,7 @@ partial interface MLGraphBuilder {
             1. If its [=MLOperand/shape=][|index|] is not equal to |size|, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the layer normalization operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "layerNormalization" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. If |options|.{{MLLayerNormalizationOptions/scale}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -3770,7 +3770,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the Leaky RELU operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "leakyRelu" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -3850,7 +3850,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the linear operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "linear" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -3870,7 +3870,7 @@ partial interface MLGraphBuilder {
   <summary>
     The <dfn method for=MLGraphBuilder>linear(|options|)</dfn> method steps are:
   </summary>
-    1. Let |op| be the result of [=creating an MLActivation=] given [=this=],  "linear" and |options|.
+    1. Let |op| be the result of [=creating an MLActivation=] given [=this=], "linear" and |options|.
     1. Return |op|.
 </details>
 
@@ -4007,7 +4007,7 @@ partial interface MLGraphBuilder {
             1. Set |desc2|.{{MLOperandDescriptor/dataType}} to |input|'s [=MLOperand/dataType=].
             1. Set |desc2|.{{MLOperandDescriptor/dimensions}} to the [=/list=] « |steps|, |numDirections|, |batchSize|, |hiddenSize| ».
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for the LSTM operation, given |weight|, |recurrentWeight|, |steps|, |hiddenSize| and |options|.
+        1. Let |operator| be an [=operator=] for the "lstm" operation, given |weight|, |recurrentWeight|, |steps|, |hiddenSize| and |options|.
         1. Let |output0| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
         1. Let |output1| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
         1. If |options|.{{MLLstmOptions/returnSequence}} is true:
@@ -4211,7 +4211,7 @@ partial interface MLGraphBuilder {
         1. Let |output0| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
         1. Let |output1| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
         1. Let |output| be the [=/list=] « |output0|, |output1| ».
-        1. Let |operator| be an [=operator=] for the LSTM cell operation, given |weight|, |recurrentWeight|, |hiddenState|, |cellState|, |hiddenSize| and |options|.
+        1. Let |operator| be an [=operator=] for the "lstmCell" operation, given |weight|, |recurrentWeight|, |hiddenState|, |cellState|, |hiddenSize| and |options|.
         1. Set |output0|.{{MLOperand/[[operator]]}} and |output1|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input|, |weight|, |recurrentWeight|, |hiddenState|, and |cellState|.
         1. If |options|.{{MLLstmCellOptions/bias}} [=map/exists=], then add it to |operator|'s [=operator/inputs=].
@@ -4396,7 +4396,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dataType}} to |a|'s [=MLOperand/dataType=].
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the matrix multiplication operation.
+        1. Let |operator| be an [=operator=] for the "matmul" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |a| and |b|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -4472,7 +4472,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the padding operation, given |beginningPadding|, |endingPadding| and |options|.
+        1. Let |operator| be an [=operator=] for the "padding" operation, given |beginningPadding|, |endingPadding| and |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -4693,7 +4693,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the |op| pooling operation, given |options|.
+        1. Let |operator| be an [=operator=] for the |op| operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -4765,7 +4765,7 @@ partial interface MLGraphBuilder {
         1. If that returns failure, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |descriptor|.
-        1. Let |operator| be an [=operator=] for the PReLU operation, given |slope|.
+        1. Let |operator| be an [=operator=] for the "prelu" operation, given |slope|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |input| and |slope|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -4870,7 +4870,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |outputShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the |op| reduce operation, given |options|.
+        1. Let |operator| be an [=operator=] for the |op| operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5012,7 +5012,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}}, {{MLOperandDataType/"float16"}}, {{MLOperandDataType/"int32"}}, or {{MLOperandDataType/"int8"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the ReLU operation.
+        1. Let |operator| be an [=operator=] for the "relu" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5123,7 +5123,7 @@ partial interface MLGraphBuilder {
     1. Let |desc| be the result of [=MLGraphBuilder/calculating resample output sizes=] given |input| and |options|. If that returns failure, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the resample 2D operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "resample2d" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5163,7 +5163,7 @@ partial interface MLGraphBuilder {
     1. Set |desc|.{{MLOperandDescriptor/dimensions}} to |newShape|.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |desc|.
-        1. Let |operator| be an [=operator=] for the reshape operation.
+        1. Let |operator| be an [=operator=] for the "reshape" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5248,7 +5248,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the sigmoid operation.
+        1. Let |operator| be an [=operator=] for the "sigmoid" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5299,7 +5299,7 @@ partial interface MLGraphBuilder {
     1. If |starts|'s [=list/size=] and |sizes|'s [=list/size=] are not both equal to |input|'s [=MLOperand/rank=], then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the slice operation, given |starts| and |sizes|.
+        1. Let |operator| be an [=operator=] for the "slice" operation, given |starts| and |sizes|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5353,7 +5353,7 @@ partial interface MLGraphBuilder {
     1. If |axis| is greater than or equal to |input|'s [=MLOperand/rank=], then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the softmax operation, given |axis|.
+        1. Let |operator| be an [=operator=] for the "softmax" operation, given |axis|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5420,7 +5420,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the softplus operation.
+        1. Let |operator| be an [=operator=] for the "softplus" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5481,7 +5481,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the softsign operation.
+        1. Let |operator| be an [=operator=] for the "softsign" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5549,7 +5549,7 @@ partial interface MLGraphBuilder {
         1. If the sum of its elements is not equal to |input|'s [=MLOperand/shape=][|axis|], then [=exception/throw=] a {{TypeError}}.
         1. Otherwise, let |splitCount| be |splits|'s [=list/size=].
     1. *Make graph connections:*
-        1. Let |operator| be an [=operator=] for the split operation, given |splits| and |options|.
+        1. Let |operator| be an [=operator=] for the "split" operation, given |splits| and |options|.
         1. Let |outputs| be a new [=/list=].
         1. [=list/For each=] |index| in [=the range=] 0 to |splitCount|, exclusive:
             1. Let |operand| be the result of [=copying an MLOperand=] given |input|.
@@ -5624,7 +5624,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/dataType=] is not {{MLOperandDataType/"float32"}} or {{MLOperandDataType/"float16"}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the hyperbolic tangent operation.
+        1. Let |operator| be an [=operator=] for the "tanh" operation.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5688,7 +5688,7 @@ partial interface MLGraphBuilder {
         1. If it contains duplicate values, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the transpose operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "transpose" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5734,7 +5734,7 @@ partial interface MLGraphBuilder {
     1. If |input|'s [=MLOperand/rank=] is less than 2, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=copying an MLOperand=] given |input|.
-        1. Let |operator| be an [=operator=] for the triangular operation, given |options|.
+        1. Let |operator| be an [=operator=] for the "triangular" operation, given |options|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/input=] to |input|.
         1. Set |operator|'s [=operator/output=] to |output|.
@@ -5836,7 +5836,7 @@ partial interface MLGraphBuilder {
     1. If |condition| is not [=bidirectionally broadcastable=] to |descriptor|.{{MLOperandDescriptor/dimensions}}, then [=exception/throw=] a {{TypeError}}.
     1. *Make graph connections:*
         1. Let |output| be the result of [=creating an MLOperand=] given [=this=] and |descriptor|.
-        1. Let |operator| be an [=operator=] for the where operation, given |condition|, |input| and |other|.
+        1. Let |operator| be an [=operator=] for the "where" operation, given |condition|, |input| and |other|.
         1. Set |output|.{{MLOperand/[[operator]]}} to |operator|.
         1. Set |operator|'s [=operator/inputs=] to |condition|, |input| and |other|.
         1. Set |operator|'s [=operator/output=] to |output|.