diff --git a/output/openapi/elasticsearch-openapi.json b/output/openapi/elasticsearch-openapi.json
index 2b4a0f12cd..4ceace402b 100644
--- a/output/openapi/elasticsearch-openapi.json
+++ b/output/openapi/elasticsearch-openapi.json
@@ -78096,32 +78096,25 @@
         ]
       },
       "inference._types:InferenceChunkingSettings": {
-        "allOf": [
-          {
-            "$ref": "#/components/schemas/inference._types:InferenceEndpoint"
+        "type": "object",
+        "properties": {
+          "max_chunk_size": {
+            "description": "The maximum size of a chunk in words.\nThis value cannot be higher than `300` or lower than `20` (for `sentence` strategy) or `10` (for `word` strategy).",
+            "type": "number"
           },
-          {
-            "type": "object",
-            "properties": {
-              "max_chunk_size": {
-                "description": "The maximum size of a chunk in words.\nThis value cannot be higher than `300` or lower than `20` (for `sentence` strategy) or `10` (for `word` strategy).",
-                "type": "number"
-              },
-              "overlap": {
-                "description": "The number of overlapping words for chunks.\nIt is applicable only to a `word` chunking strategy.\nThis value cannot be higher than half the `max_chunk_size` value.",
-                "type": "number"
-              },
-              "sentence_overlap": {
-                "description": "The number of overlapping sentences for chunks.\nIt is applicable only for a `sentence` chunking strategy.\nIt can be either `1` or `0`.",
-                "type": "number"
-              },
-              "strategy": {
-                "description": "The chunking strategy: `sentence` or `word`.",
-                "type": "string"
-              }
-            }
+          "overlap": {
+            "description": "The number of overlapping words for chunks.\nIt is applicable only to a `word` chunking strategy.\nThis value cannot be higher than half the `max_chunk_size` value.",
+            "type": "number"
+          },
+          "sentence_overlap": {
+            "description": "The number of overlapping sentences for chunks.\nIt is applicable only for a `sentence` chunking strategy.\nIt can be either `1` or `0`.",
+            "type": "number"
+          },
+          "strategy": {
+            "description": "The chunking strategy: `sentence` or `word`.",
+            "type": "string"
           }
-        ]
+        }
       },
       "inference._types:ServiceSettings": {
         "type": "object"
@@ -85272,6 +85265,9 @@
           "location": {
             "$ref": "#/components/schemas/ml._types:TrainedModelLocation"
           },
+          "platform_architecture": {
+            "type": "string"
+          },
           "prefix_strings": {
             "$ref": "#/components/schemas/ml._types:TrainedModelPrefixStrings"
           }
@@ -85309,6 +85305,9 @@
           "fill_mask": {
             "$ref": "#/components/schemas/ml._types:FillMaskInferenceOptions"
           },
+          "learning_to_rank": {
+            "$ref": "#/components/schemas/ml._types:LearningToRankConfig"
+          },
           "ner": {
             "$ref": "#/components/schemas/ml._types:NerInferenceOptions"
           },
@@ -85348,6 +85347,9 @@
             "items": {
               "type": "string"
             }
+          },
+          "vocabulary": {
+            "$ref": "#/components/schemas/ml._types:Vocabulary"
           }
         }
       },
@@ -85366,6 +85368,9 @@
           },
           "roberta": {
             "$ref": "#/components/schemas/ml._types:NlpRobertaTokenizationConfig"
+          },
+          "xlm_roberta": {
+            "$ref": "#/components/schemas/ml._types:XlmRobertaTokenizationConfig"
           }
         },
         "minProperties": 1,
@@ -85429,6 +85434,27 @@
           }
         ]
       },
+      "ml._types:XlmRobertaTokenizationConfig": {
+        "allOf": [
+          {
+            "$ref": "#/components/schemas/ml._types:CommonTokenizationConfig"
+          },
+          {
+            "type": "object"
+          }
+        ]
+      },
+      "ml._types:Vocabulary": {
+        "type": "object",
+        "properties": {
+          "index": {
+            "$ref": "#/components/schemas/_types:IndexName"
+          }
+        },
+        "required": [
+          "index"
+        ]
+      },
       "ml._types:ZeroShotClassificationInferenceOptions": {
         "type": "object",
         "properties": {
@@ -85492,15 +85518,55 @@
           "vocabulary"
         ]
       },
-      "ml._types:Vocabulary": {
+      "ml._types:LearningToRankConfig": {
         "type": "object",
         "properties": {
-          "index": {
-            "$ref": "#/components/schemas/_types:IndexName"
+          "default_params": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "object"
+            }
+          },
+          "feature_extractors": {
+            "type": "array",
+            "items": {
+              "type": "object",
+              "additionalProperties": {
+                "$ref": "#/components/schemas/ml._types:FeatureExtractor"
+              }
+            }
+          },
+          "num_top_feature_importance_values": {
+            "type": "number"
           }
         },
         "required": [
-          "index"
+          "num_top_feature_importance_values"
+        ]
+      },
+      "ml._types:FeatureExtractor": {
+        "allOf": [
+          {
+            "$ref": "#/components/schemas/ml._types:QueryFeatureExtractor"
+          }
+        ]
+      },
+      "ml._types:QueryFeatureExtractor": {
+        "type": "object",
+        "properties": {
+          "default_score": {
+            "type": "number"
+          },
+          "feature_name": {
+            "type": "string"
+          },
+          "query": {
+            "$ref": "#/components/schemas/_types.query_dsl:QueryContainer"
+          }
+        },
+        "required": [
+          "feature_name",
+          "query"
         ]
       },
       "ml._types:NerInferenceOptions": {
diff --git a/output/openapi/elasticsearch-serverless-openapi.json b/output/openapi/elasticsearch-serverless-openapi.json
index 0b185ef774..9c22fbc9ca 100644
--- a/output/openapi/elasticsearch-serverless-openapi.json
+++ b/output/openapi/elasticsearch-serverless-openapi.json
@@ -49416,32 +49416,25 @@
         ]
       },
       "inference._types:InferenceChunkingSettings": {
-        "allOf": [
-          {
-            "$ref": "#/components/schemas/inference._types:InferenceEndpoint"
+        "type": "object",
+        "properties": {
+          "max_chunk_size": {
+            "description": "The maximum size of a chunk in words.\nThis value cannot be higher than `300` or lower than `20` (for `sentence` strategy) or `10` (for `word` strategy).",
+            "type": "number"
           },
-          {
-            "type": "object",
-            "properties": {
-              "max_chunk_size": {
-                "description": "The maximum size of a chunk in words.\nThis value cannot be higher than `300` or lower than `20` (for `sentence` strategy) or `10` (for `word` strategy).",
-                "type": "number"
-              },
-              "overlap": {
-                "description": "The number of overlapping words for chunks.\nIt is applicable only to a `word` chunking strategy.\nThis value cannot be higher than half the `max_chunk_size` value.",
-                "type": "number"
-              },
-              "sentence_overlap": {
-                "description": "The number of overlapping sentences for chunks.\nIt is applicable only for a `sentence` chunking strategy.\nIt can be either `1` or `0`.",
-                "type": "number"
-              },
-              "strategy": {
-                "description": "The chunking strategy: `sentence` or `word`.",
-                "type": "string"
-              }
-            }
+          "overlap": {
+            "description": "The number of overlapping words for chunks.\nIt is applicable only to a `word` chunking strategy.\nThis value cannot be higher than half the `max_chunk_size` value.",
+            "type": "number"
+          },
+          "sentence_overlap": {
+            "description": "The number of overlapping sentences for chunks.\nIt is applicable only for a `sentence` chunking strategy.\nIt can be either `1` or `0`.",
+            "type": "number"
+          },
+          "strategy": {
+            "description": "The chunking strategy: `sentence` or `word`.",
+            "type": "string"
           }
-        ]
+        }
       },
       "inference._types:ServiceSettings": {
         "type": "object"
@@ -55277,6 +55270,9 @@
           "location": {
             "$ref": "#/components/schemas/ml._types:TrainedModelLocation"
           },
+          "platform_architecture": {
+            "type": "string"
+          },
           "prefix_strings": {
             "$ref": "#/components/schemas/ml._types:TrainedModelPrefixStrings"
           }
@@ -55314,6 +55310,9 @@
           "fill_mask": {
             "$ref": "#/components/schemas/ml._types:FillMaskInferenceOptions"
           },
+          "learning_to_rank": {
+            "$ref": "#/components/schemas/ml._types:LearningToRankConfig"
+          },
           "ner": {
             "$ref": "#/components/schemas/ml._types:NerInferenceOptions"
           },
@@ -55353,6 +55352,9 @@
             "items": {
               "type": "string"
             }
+          },
+          "vocabulary": {
+            "$ref": "#/components/schemas/ml._types:Vocabulary"
           }
         }
       },
@@ -55371,6 +55373,9 @@
           },
           "roberta": {
             "$ref": "#/components/schemas/ml._types:NlpRobertaTokenizationConfig"
+          },
+          "xlm_roberta": {
+            "$ref": "#/components/schemas/ml._types:XlmRobertaTokenizationConfig"
           }
         },
         "minProperties": 1,
@@ -55434,6 +55439,27 @@
           }
         ]
       },
+      "ml._types:XlmRobertaTokenizationConfig": {
+        "allOf": [
+          {
+            "$ref": "#/components/schemas/ml._types:CommonTokenizationConfig"
+          },
+          {
+            "type": "object"
+          }
+        ]
+      },
+      "ml._types:Vocabulary": {
+        "type": "object",
+        "properties": {
+          "index": {
+            "$ref": "#/components/schemas/_types:IndexName"
+          }
+        },
+        "required": [
+          "index"
+        ]
+      },
       "ml._types:ZeroShotClassificationInferenceOptions": {
         "type": "object",
         "properties": {
@@ -55497,15 +55523,55 @@
           "vocabulary"
         ]
       },
-      "ml._types:Vocabulary": {
+      "ml._types:LearningToRankConfig": {
         "type": "object",
         "properties": {
-          "index": {
-            "$ref": "#/components/schemas/_types:IndexName"
+          "default_params": {
+            "type": "object",
+            "additionalProperties": {
+              "type": "object"
+            }
+          },
+          "feature_extractors": {
+            "type": "array",
+            "items": {
+              "type": "object",
+              "additionalProperties": {
+                "$ref": "#/components/schemas/ml._types:FeatureExtractor"
+              }
+            }
+          },
+          "num_top_feature_importance_values": {
+            "type": "number"
           }
         },
         "required": [
-          "index"
+          "num_top_feature_importance_values"
+        ]
+      },
+      "ml._types:FeatureExtractor": {
+        "allOf": [
+          {
+            "$ref": "#/components/schemas/ml._types:QueryFeatureExtractor"
+          }
+        ]
+      },
+      "ml._types:QueryFeatureExtractor": {
+        "type": "object",
+        "properties": {
+          "default_score": {
+            "type": "number"
+          },
+          "feature_name": {
+            "type": "string"
+          },
+          "query": {
+            "$ref": "#/components/schemas/_types.query_dsl:QueryContainer"
+          }
+        },
+        "required": [
+          "feature_name",
+          "query"
         ]
       },
       "ml._types:NerInferenceOptions": {
diff --git a/output/schema/schema-serverless.json b/output/schema/schema-serverless.json
index 2dd4f208f3..39cfa27cd2 100644
--- a/output/schema/schema-serverless.json
+++ b/output/schema/schema-serverless.json
@@ -69634,7 +69634,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L82-L91"
+      "specLocation": "ml/_types/inference.ts#L107-L116"
     },
     {
       "kind": "interface",
@@ -69707,7 +69707,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L93-L108"
+      "specLocation": "ml/_types/inference.ts#L118-L133"
     },
     {
       "inherits": {
@@ -103787,7 +103787,7 @@
         "name": "DeploymentAllocationState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L330-L343"
+      "specLocation": "ml/_types/TrainedModel.ts#L331-L344"
     },
     {
       "kind": "enum",
@@ -103813,7 +103813,7 @@
         "name": "DeploymentAssignmentState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L345-L362"
+      "specLocation": "ml/_types/TrainedModel.ts#L346-L363"
     },
     {
       "kind": "type_alias",
@@ -103986,6 +103986,65 @@
       },
       "specLocation": "ml/_types/Detector.ts#L145-L150"
     },
+    {
+      "kind": "type_alias",
+      "name": {
+        "name": "FeatureExtractor",
+        "namespace": "ml._types"
+      },
+      "specLocation": "ml/_types/inference.ts#L93-L96",
+      "type": {
+        "kind": "instance_of",
+        "type": {
+          "name": "QueryFeatureExtractor",
+          "namespace": "ml._types"
+        }
+      }
+    },
+    {
+      "kind": "interface",
+      "name": {
+        "name": "QueryFeatureExtractor",
+        "namespace": "ml._types"
+      },
+      "properties": [
+        {
+          "name": "default_score",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "float",
+              "namespace": "_types"
+            }
+          }
+        },
+        {
+          "name": "feature_name",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "string",
+              "namespace": "_builtins"
+            }
+          }
+        },
+        {
+          "name": "query",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "QueryContainer",
+              "namespace": "_types.query_dsl"
+            }
+          }
+        }
+      ],
+      "specLocation": "ml/_types/inference.ts#L98-L105",
+      "variantName": "query_extractor"
+    },
     {
       "kind": "enum",
       "members": [
@@ -104106,7 +104165,7 @@
         "name": "PredictedValue",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/inference.ts#L445-L445",
+      "specLocation": "ml/_types/inference.ts#L476-L476",
       "type": {
         "items": [
           {
@@ -104158,7 +104217,7 @@
         "name": "RoutingState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L407-L428"
+      "specLocation": "ml/_types/TrainedModel.ts#L408-L429"
     },
     {
       "kind": "enum",
@@ -104217,7 +104276,7 @@
         "name": "TokenizationTruncate",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/inference.ts#L338-L342"
+      "specLocation": "ml/_types/inference.ts#L369-L373"
     },
     {
       "kind": "enum",
@@ -104239,7 +104298,7 @@
         "name": "TrainedModelType",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L314-L328"
+      "specLocation": "ml/_types/TrainedModel.ts#L315-L329"
     },
     {
       "kind": "enum",
@@ -104255,7 +104314,7 @@
         "name": "TrainingPriority",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L364-L367"
+      "specLocation": "ml/_types/TrainedModel.ts#L365-L368"
     },
     {
       "kind": "enum",
@@ -123648,12 +123707,6 @@
     },
     {
       "description": "Chunking configuration object",
-      "inherits": {
-        "type": {
-          "name": "InferenceEndpoint",
-          "namespace": "inference._types"
-        }
-      },
       "kind": "interface",
       "name": {
         "name": "InferenceChunkingSettings",
@@ -137349,6 +137402,17 @@
             }
           }
         },
+        {
+          "name": "platform_architecture",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "string",
+              "namespace": "_builtins"
+            }
+          }
+        },
         {
           "name": "prefix_strings",
           "required": false,
@@ -137361,7 +137425,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L203-L239"
+      "specLocation": "ml/_types/TrainedModel.ts#L203-L240"
     },
     {
       "description": "Inference configuration provided when storing the model config",
@@ -137449,6 +137513,17 @@
             }
           }
         },
+        {
+          "name": "learning_to_rank",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "LearningToRankConfig",
+              "namespace": "ml._types"
+            }
+          }
+        },
         {
           "availability": {
             "serverless": {},
@@ -137540,7 +137615,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L23-L80",
+      "specLocation": "ml/_types/inference.ts#L26-L85",
       "variants": {
         "kind": "container"
       }
@@ -137603,9 +137678,20 @@
               }
             }
           }
+        },
+        {
+          "name": "vocabulary",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "Vocabulary",
+              "namespace": "ml._types"
+            }
+          }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L173-L183"
+      "specLocation": "ml/_types/inference.ts#L202-L214"
     },
     {
       "description": "Tokenization options stored in inference configuration",
@@ -137674,9 +137760,20 @@
               "namespace": "ml._types"
             }
           }
+        },
+        {
+          "name": "xlm_roberta",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "XlmRobertaTokenizationConfig",
+              "namespace": "ml._types"
+            }
+          }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L110-L131",
+      "specLocation": "ml/_types/inference.ts#L135-L158",
       "variants": {
         "kind": "container"
       }
@@ -137695,7 +137792,7 @@
         "namespace": "ml._types"
       },
       "properties": [],
-      "specLocation": "ml/_types/inference.ts#L161-L162"
+      "specLocation": "ml/_types/inference.ts#L188-L189"
     },
     {
       "kind": "interface",
@@ -137770,7 +137867,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L133-L159"
+      "specLocation": "ml/_types/inference.ts#L160-L186"
     },
     {
       "description": "RoBERTa tokenization configuration options",
@@ -137800,7 +137897,43 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L164-L171"
+      "specLocation": "ml/_types/inference.ts#L191-L198"
+    },
+    {
+      "inherits": {
+        "type": {
+          "name": "CommonTokenizationConfig",
+          "namespace": "ml._types"
+        }
+      },
+      "kind": "interface",
+      "name": {
+        "name": "XlmRobertaTokenizationConfig",
+        "namespace": "ml._types"
+      },
+      "properties": [],
+      "specLocation": "ml/_types/inference.ts#L200-L200"
+    },
+    {
+      "kind": "interface",
+      "name": {
+        "name": "Vocabulary",
+        "namespace": "ml._types"
+      },
+      "properties": [
+        {
+          "name": "index",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "IndexName",
+              "namespace": "_types"
+            }
+          }
+        }
+      ],
+      "specLocation": "ml/_types/inference.ts#L248-L250"
     },
     {
       "description": "Zero shot classification configuration options",
@@ -137891,7 +138024,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L185-L206"
+      "specLocation": "ml/_types/inference.ts#L216-L237"
     },
     {
       "description": "Fill mask inference options",
@@ -137961,28 +138094,71 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L253-L268"
+      "specLocation": "ml/_types/inference.ts#L284-L299"
     },
     {
       "kind": "interface",
       "name": {
-        "name": "Vocabulary",
+        "name": "LearningToRankConfig",
         "namespace": "ml._types"
       },
       "properties": [
         {
-          "name": "index",
+          "name": "default_params",
+          "required": false,
+          "type": {
+            "key": {
+              "kind": "instance_of",
+              "type": {
+                "name": "string",
+                "namespace": "_builtins"
+              }
+            },
+            "kind": "dictionary_of",
+            "singleKey": false,
+            "value": {
+              "kind": "user_defined_value"
+            }
+          }
+        },
+        {
+          "name": "feature_extractors",
+          "required": false,
+          "type": {
+            "kind": "array_of",
+            "value": {
+              "key": {
+                "kind": "instance_of",
+                "type": {
+                  "name": "string",
+                  "namespace": "_builtins"
+                }
+              },
+              "kind": "dictionary_of",
+              "singleKey": false,
+              "value": {
+                "kind": "instance_of",
+                "type": {
+                  "name": "FeatureExtractor",
+                  "namespace": "ml._types"
+                }
+              }
+            }
+          }
+        },
+        {
+          "name": "num_top_feature_importance_values",
           "required": true,
           "type": {
             "kind": "instance_of",
             "type": {
-              "name": "IndexName",
+              "name": "integer",
               "namespace": "_types"
             }
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L217-L219"
+      "specLocation": "ml/_types/inference.ts#L87-L91"
     },
     {
       "description": "Named entity recognition options",
@@ -138043,7 +138219,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L242-L251"
+      "specLocation": "ml/_types/inference.ts#L273-L282"
     },
     {
       "description": "Pass through configuration options",
@@ -138089,7 +138265,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L208-L215"
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       "description": "Text embedding inference options",
@@ -138147,7 +138323,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L221-L231"
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       "description": "Text expansion inference options",
@@ -138193,7 +138369,7 @@
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       ],
-      "specLocation": "ml/_types/inference.ts#L233-L240"
+      "specLocation": "ml/_types/inference.ts#L264-L271"
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       "description": "Question answering inference options",
@@ -138252,7 +138428,7 @@
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         }
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-      "specLocation": "ml/_types/inference.ts#L270-L280"
+      "specLocation": "ml/_types/inference.ts#L301-L311"
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@@ -138277,7 +138453,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L241-L244"
+      "specLocation": "ml/_types/TrainedModel.ts#L242-L245"
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@@ -138354,7 +138530,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L246-L254"
+      "specLocation": "ml/_types/TrainedModel.ts#L247-L255"
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@@ -138426,7 +138602,7 @@
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       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L273-L287"
+      "specLocation": "ml/_types/TrainedModel.ts#L274-L288"
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@@ -138478,7 +138654,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L289-L296"
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@@ -138524,7 +138700,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L305-L312"
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@@ -138561,7 +138737,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L298-L303"
+      "specLocation": "ml/_types/TrainedModel.ts#L299-L304"
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@@ -138744,7 +138920,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L256-L271"
+      "specLocation": "ml/_types/TrainedModel.ts#L257-L272"
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@@ -138778,7 +138954,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L486-L495"
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@@ -138799,7 +138975,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L478-L480"
+      "specLocation": "ml/_types/TrainedModel.ts#L479-L481"
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@@ -138820,7 +138996,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L482-L484"
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@@ -139237,7 +139413,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L450-L457"
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@@ -139549,7 +139725,7 @@
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-      "specLocation": "ml/_types/TrainedModel.ts#L430-L448"
+      "specLocation": "ml/_types/TrainedModel.ts#L431-L449"
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@@ -139794,7 +139970,7 @@
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-      "specLocation": "ml/_types/inference.ts#L284-L306",
+      "specLocation": "ml/_types/inference.ts#L315-L337",
       "variants": {
         "kind": "container"
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@@ -139858,7 +140034,7 @@
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-      "specLocation": "ml/_types/inference.ts#L351-L360"
+      "specLocation": "ml/_types/inference.ts#L382-L391"
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@@ -139892,7 +140068,7 @@
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-      "specLocation": "ml/_types/inference.ts#L344-L349"
+      "specLocation": "ml/_types/inference.ts#L375-L380"
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@@ -139953,7 +140129,7 @@
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-      "specLocation": "ml/_types/inference.ts#L362-L371"
+      "specLocation": "ml/_types/inference.ts#L393-L402"
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@@ -139999,7 +140175,7 @@
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         }
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-      "specLocation": "ml/_types/inference.ts#L399-L406"
+      "specLocation": "ml/_types/inference.ts#L430-L437"
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@@ -140033,7 +140209,7 @@
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-      "specLocation": "ml/_types/inference.ts#L392-L397"
+      "specLocation": "ml/_types/inference.ts#L423-L428"
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@@ -140067,7 +140243,7 @@
           }
         }
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-      "specLocation": "ml/_types/inference.ts#L373-L378"
+      "specLocation": "ml/_types/inference.ts#L404-L409"
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@@ -140100,7 +140276,7 @@
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         }
       ],
-      "specLocation": "ml/_types/inference.ts#L380-L384"
+      "specLocation": "ml/_types/inference.ts#L411-L415"
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@@ -140133,7 +140309,7 @@
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-      "specLocation": "ml/_types/inference.ts#L386-L390"
+      "specLocation": "ml/_types/inference.ts#L417-L421"
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@@ -140203,7 +140379,7 @@
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-      "specLocation": "ml/_types/inference.ts#L408-L419"
+      "specLocation": "ml/_types/inference.ts#L439-L450"
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@@ -140345,7 +140521,7 @@
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         }
       ],
-      "specLocation": "ml/_types/inference.ts#L447-L495"
+      "specLocation": "ml/_types/inference.ts#L478-L526"
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@@ -140410,7 +140586,7 @@
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         }
       ],
-      "specLocation": "ml/_types/inference.ts#L421-L427"
+      "specLocation": "ml/_types/inference.ts#L452-L458"
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@@ -140453,7 +140629,7 @@
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         }
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-      "specLocation": "ml/_types/inference.ts#L428-L432"
+      "specLocation": "ml/_types/inference.ts#L459-L463"
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@@ -140499,7 +140675,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L439-L443"
+      "specLocation": "ml/_types/inference.ts#L470-L474"
     },
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@@ -140531,7 +140707,7 @@
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         }
       ],
-      "specLocation": "ml/_types/inference.ts#L434-L437"
+      "specLocation": "ml/_types/inference.ts#L465-L468"
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@@ -142116,7 +142292,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L459-L476"
+      "specLocation": "ml/_types/TrainedModel.ts#L460-L477"
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     {
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@@ -142249,7 +142425,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L369-L405"
+      "specLocation": "ml/_types/TrainedModel.ts#L370-L406"
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diff --git a/output/schema/schema.json b/output/schema/schema.json
index 46ffa8a94e..66c141368f 100644
--- a/output/schema/schema.json
+++ b/output/schema/schema.json
@@ -149560,12 +149560,6 @@
     {
       "kind": "interface",
       "description": "Chunking configuration object",
-      "inherits": {
-        "type": {
-          "name": "InferenceEndpoint",
-          "namespace": "inference._types"
-        }
-      },
       "name": {
         "name": "InferenceChunkingSettings",
         "namespace": "inference._types"
@@ -166671,7 +166665,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L93-L108"
+      "specLocation": "ml/_types/inference.ts#L118-L133"
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     {
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@@ -166746,7 +166740,7 @@
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-      "specLocation": "ml/_types/inference.ts#L133-L159"
+      "specLocation": "ml/_types/inference.ts#L160-L186"
     },
     {
       "kind": "enum",
@@ -170090,7 +170084,7 @@
         "name": "DeploymentAllocationState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L330-L343"
+      "specLocation": "ml/_types/TrainedModel.ts#L331-L344"
     },
     {
       "kind": "enum",
@@ -170116,7 +170110,7 @@
         "name": "DeploymentAssignmentState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L345-L362"
+      "specLocation": "ml/_types/TrainedModel.ts#L346-L363"
     },
     {
       "kind": "interface",
@@ -170841,6 +170835,21 @@
       ],
       "specLocation": "ml/_types/Datafeed.ts#L204-L208"
     },
+    {
+      "kind": "type_alias",
+      "name": {
+        "name": "FeatureExtractor",
+        "namespace": "ml._types"
+      },
+      "specLocation": "ml/_types/inference.ts#L93-L96",
+      "type": {
+        "kind": "instance_of",
+        "type": {
+          "name": "QueryFeatureExtractor",
+          "namespace": "ml._types"
+        }
+      }
+    },
     {
       "kind": "interface",
       "description": "Fill mask inference options",
@@ -170909,7 +170918,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L253-L268"
+      "specLocation": "ml/_types/inference.ts#L284-L299"
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     {
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@@ -170955,7 +170964,7 @@
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         }
       ],
-      "specLocation": "ml/_types/inference.ts#L399-L406"
+      "specLocation": "ml/_types/inference.ts#L430-L437"
     },
     {
       "kind": "interface",
@@ -171161,7 +171170,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L273-L287"
+      "specLocation": "ml/_types/TrainedModel.ts#L274-L288"
     },
     {
       "kind": "interface",
@@ -171457,6 +171466,17 @@
             }
           }
         },
+        {
+          "name": "learning_to_rank",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "LearningToRankConfig",
+              "namespace": "ml._types"
+            }
+          }
+        },
         {
           "availability": {
             "serverless": {},
@@ -171548,7 +171568,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L23-L80",
+      "specLocation": "ml/_types/inference.ts#L26-L85",
       "variants": {
         "kind": "container"
       }
@@ -171681,7 +171701,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L284-L306",
+      "specLocation": "ml/_types/inference.ts#L315-L337",
       "variants": {
         "kind": "container"
       }
@@ -171826,7 +171846,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L447-L495"
+      "specLocation": "ml/_types/inference.ts#L478-L526"
     },
     {
       "kind": "interface",
@@ -173040,6 +173060,70 @@
       ],
       "specLocation": "ml/_types/Job.ts#L332-L341"
     },
+    {
+      "kind": "interface",
+      "name": {
+        "name": "LearningToRankConfig",
+        "namespace": "ml._types"
+      },
+      "properties": [
+        {
+          "name": "default_params",
+          "required": false,
+          "type": {
+            "kind": "dictionary_of",
+            "key": {
+              "kind": "instance_of",
+              "type": {
+                "name": "string",
+                "namespace": "_builtins"
+              }
+            },
+            "singleKey": false,
+            "value": {
+              "kind": "user_defined_value"
+            }
+          }
+        },
+        {
+          "name": "feature_extractors",
+          "required": false,
+          "type": {
+            "kind": "array_of",
+            "value": {
+              "kind": "dictionary_of",
+              "key": {
+                "kind": "instance_of",
+                "type": {
+                  "name": "string",
+                  "namespace": "_builtins"
+                }
+              },
+              "singleKey": false,
+              "value": {
+                "kind": "instance_of",
+                "type": {
+                  "name": "FeatureExtractor",
+                  "namespace": "ml._types"
+                }
+              }
+            }
+          }
+        },
+        {
+          "name": "num_top_feature_importance_values",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "integer",
+              "namespace": "_types"
+            }
+          }
+        }
+      ],
+      "specLocation": "ml/_types/inference.ts#L87-L91"
+    },
     {
       "kind": "enum",
       "members": [
@@ -173240,7 +173324,7 @@
           }
         }
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-      "specLocation": "ml/_types/TrainedModel.ts#L256-L271"
+      "specLocation": "ml/_types/TrainedModel.ts#L257-L272"
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@@ -173811,7 +173895,7 @@
           }
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-      "specLocation": "ml/_types/inference.ts#L242-L251"
+      "specLocation": "ml/_types/inference.ts#L273-L282"
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@@ -173845,7 +173929,7 @@
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-      "specLocation": "ml/_types/inference.ts#L392-L397"
+      "specLocation": "ml/_types/inference.ts#L423-L428"
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@@ -173861,7 +173945,7 @@
         "namespace": "ml._types"
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       "properties": [],
-      "specLocation": "ml/_types/inference.ts#L161-L162"
+      "specLocation": "ml/_types/inference.ts#L188-L189"
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@@ -173891,7 +173975,7 @@
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-      "specLocation": "ml/_types/inference.ts#L164-L171"
+      "specLocation": "ml/_types/inference.ts#L191-L198"
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@@ -173925,7 +174009,7 @@
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-      "specLocation": "ml/_types/inference.ts#L344-L349"
+      "specLocation": "ml/_types/inference.ts#L375-L380"
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     {
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@@ -174239,7 +174323,7 @@
           }
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-      "specLocation": "ml/_types/inference.ts#L208-L215"
+      "specLocation": "ml/_types/inference.ts#L239-L246"
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@@ -174273,7 +174357,7 @@
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-      "specLocation": "ml/_types/inference.ts#L373-L378"
+      "specLocation": "ml/_types/inference.ts#L404-L409"
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@@ -174315,7 +174399,7 @@
         "name": "PredictedValue",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/inference.ts#L445-L445",
+      "specLocation": "ml/_types/inference.ts#L476-L476",
       "type": {
         "kind": "union_of",
         "items": [
@@ -174339,6 +174423,50 @@
         ]
       }
     },
+    {
+      "kind": "interface",
+      "name": {
+        "name": "QueryFeatureExtractor",
+        "namespace": "ml._types"
+      },
+      "properties": [
+        {
+          "name": "default_score",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "float",
+              "namespace": "_types"
+            }
+          }
+        },
+        {
+          "name": "feature_name",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "string",
+              "namespace": "_builtins"
+            }
+          }
+        },
+        {
+          "name": "query",
+          "required": true,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "QueryContainer",
+              "namespace": "_types.query_dsl"
+            }
+          }
+        }
+      ],
+      "specLocation": "ml/_types/inference.ts#L98-L105",
+      "variantName": "query_extractor"
+    },
     {
       "kind": "interface",
       "description": "Question answering inference options",
@@ -174396,7 +174524,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L270-L280"
+      "specLocation": "ml/_types/inference.ts#L301-L311"
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     {
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@@ -174466,7 +174594,7 @@
           }
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       ],
-      "specLocation": "ml/_types/inference.ts#L408-L419"
+      "specLocation": "ml/_types/inference.ts#L439-L450"
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     {
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@@ -174503,7 +174631,7 @@
           }
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-      "specLocation": "ml/_types/inference.ts#L82-L91"
+      "specLocation": "ml/_types/inference.ts#L107-L116"
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     {
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@@ -174533,7 +174661,7 @@
         "name": "RoutingState",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L407-L428"
+      "specLocation": "ml/_types/TrainedModel.ts#L408-L429"
     },
     {
       "kind": "enum",
@@ -174755,9 +174883,20 @@
               }
             }
           }
+        },
+        {
+          "name": "vocabulary",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "Vocabulary",
+              "namespace": "ml._types"
+            }
+          }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L173-L183"
+      "specLocation": "ml/_types/inference.ts#L202-L214"
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@@ -174818,7 +174957,7 @@
           }
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-      "specLocation": "ml/_types/inference.ts#L351-L360"
+      "specLocation": "ml/_types/inference.ts#L382-L391"
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     {
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@@ -174876,7 +175015,7 @@
           }
         }
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-      "specLocation": "ml/_types/inference.ts#L221-L231"
+      "specLocation": "ml/_types/inference.ts#L252-L262"
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@@ -174909,7 +175048,7 @@
           }
         }
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-      "specLocation": "ml/_types/inference.ts#L380-L384"
+      "specLocation": "ml/_types/inference.ts#L411-L415"
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@@ -174955,7 +175094,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L233-L240"
+      "specLocation": "ml/_types/inference.ts#L264-L271"
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     {
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@@ -174988,7 +175127,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L386-L390"
+      "specLocation": "ml/_types/inference.ts#L417-L421"
     },
     {
       "kind": "interface",
@@ -175109,9 +175248,20 @@
               "namespace": "ml._types"
             }
           }
+        },
+        {
+          "name": "xlm_roberta",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "XlmRobertaTokenizationConfig",
+              "namespace": "ml._types"
+            }
+          }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L110-L131",
+      "specLocation": "ml/_types/inference.ts#L135-L158",
       "variants": {
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@@ -175133,7 +175283,7 @@
         "name": "TokenizationTruncate",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/inference.ts#L338-L342"
+      "specLocation": "ml/_types/inference.ts#L369-L373"
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     {
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@@ -175176,7 +175326,7 @@
           }
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-      "specLocation": "ml/_types/inference.ts#L428-L432"
+      "specLocation": "ml/_types/inference.ts#L459-L463"
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@@ -175228,7 +175378,7 @@
           }
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       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L289-L296"
+      "specLocation": "ml/_types/TrainedModel.ts#L290-L297"
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@@ -175265,7 +175415,7 @@
           }
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       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L298-L303"
+      "specLocation": "ml/_types/TrainedModel.ts#L299-L304"
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@@ -175311,7 +175461,7 @@
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       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L305-L312"
+      "specLocation": "ml/_types/TrainedModel.ts#L306-L313"
     },
     {
       "kind": "interface",
@@ -175424,7 +175574,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L459-L476"
+      "specLocation": "ml/_types/TrainedModel.ts#L460-L477"
     },
     {
       "kind": "interface",
@@ -175482,7 +175632,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L430-L448"
+      "specLocation": "ml/_types/TrainedModel.ts#L431-L449"
     },
     {
       "kind": "interface",
@@ -175615,7 +175765,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L369-L405"
+      "specLocation": "ml/_types/TrainedModel.ts#L370-L406"
     },
     {
       "kind": "interface",
@@ -175862,6 +176012,17 @@
             }
           }
         },
+        {
+          "name": "platform_architecture",
+          "required": false,
+          "type": {
+            "kind": "instance_of",
+            "type": {
+              "name": "string",
+              "namespace": "_builtins"
+            }
+          }
+        },
         {
           "name": "prefix_strings",
           "required": false,
@@ -175874,7 +176035,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L203-L239"
+      "specLocation": "ml/_types/TrainedModel.ts#L203-L240"
     },
     {
       "kind": "interface",
@@ -175899,7 +176060,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L241-L244"
+      "specLocation": "ml/_types/TrainedModel.ts#L242-L245"
     },
     {
       "kind": "interface",
@@ -175976,7 +176137,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L246-L254"
+      "specLocation": "ml/_types/TrainedModel.ts#L247-L255"
     },
     {
       "kind": "interface",
@@ -176022,7 +176183,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L450-L457"
+      "specLocation": "ml/_types/TrainedModel.ts#L451-L458"
     },
     {
       "kind": "interface",
@@ -176590,7 +176751,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L421-L427"
+      "specLocation": "ml/_types/inference.ts#L452-L458"
     },
     {
       "kind": "interface",
@@ -176622,7 +176783,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L434-L437"
+      "specLocation": "ml/_types/inference.ts#L465-L468"
     },
     {
       "kind": "interface",
@@ -176668,7 +176829,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L439-L443"
+      "specLocation": "ml/_types/inference.ts#L470-L474"
     },
     {
       "kind": "interface",
@@ -176770,7 +176931,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L478-L480"
+      "specLocation": "ml/_types/TrainedModel.ts#L479-L481"
     },
     {
       "kind": "interface",
@@ -176791,7 +176952,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L482-L484"
+      "specLocation": "ml/_types/TrainedModel.ts#L483-L485"
     },
     {
       "kind": "interface",
@@ -176825,7 +176986,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/TrainedModel.ts#L486-L495"
+      "specLocation": "ml/_types/TrainedModel.ts#L487-L496"
     },
     {
       "kind": "interface",
@@ -176972,7 +177133,7 @@
         "name": "TrainedModelType",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L314-L328"
+      "specLocation": "ml/_types/TrainedModel.ts#L315-L329"
     },
     {
       "kind": "enum",
@@ -176988,7 +177149,7 @@
         "name": "TrainingPriority",
         "namespace": "ml._types"
       },
-      "specLocation": "ml/_types/TrainedModel.ts#L364-L367"
+      "specLocation": "ml/_types/TrainedModel.ts#L365-L368"
     },
     {
       "kind": "interface",
@@ -177095,7 +177256,22 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L217-L219"
+      "specLocation": "ml/_types/inference.ts#L248-L250"
+    },
+    {
+      "kind": "interface",
+      "inherits": {
+        "type": {
+          "name": "CommonTokenizationConfig",
+          "namespace": "ml._types"
+        }
+      },
+      "name": {
+        "name": "XlmRobertaTokenizationConfig",
+        "namespace": "ml._types"
+      },
+      "properties": [],
+      "specLocation": "ml/_types/inference.ts#L200-L200"
     },
     {
       "kind": "interface",
@@ -177186,7 +177362,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L185-L206"
+      "specLocation": "ml/_types/inference.ts#L216-L237"
     },
     {
       "kind": "interface",
@@ -177247,7 +177423,7 @@
           }
         }
       ],
-      "specLocation": "ml/_types/inference.ts#L362-L371"
+      "specLocation": "ml/_types/inference.ts#L393-L402"
     },
     {
       "kind": "request",
diff --git a/output/typescript/types.ts b/output/typescript/types.ts
index bd1d8e0370..974928bfba 100644
--- a/output/typescript/types.ts
+++ b/output/typescript/types.ts
@@ -13080,7 +13080,7 @@ export type InferenceDenseByteVector = byte[]
 
 export type InferenceDenseVector = float[]
 
-export interface InferenceInferenceChunkingSettings extends InferenceInferenceEndpoint {
+export interface InferenceInferenceChunkingSettings {
   max_chunk_size?: integer
   overlap?: integer
   sentence_overlap?: integer
@@ -15306,6 +15306,8 @@ export interface MlExponentialAverageCalculationContext {
   previous_exponential_average_ms?: DurationValue<UnitFloatMillis>
 }
 
+export type MlFeatureExtractor = MlQueryFeatureExtractor
+
 export interface MlFillMaskInferenceOptions {
   mask_token?: string
   num_top_classes?: integer
@@ -15371,6 +15373,7 @@ export interface MlInferenceConfigCreateContainer {
   text_classification?: MlTextClassificationInferenceOptions
   zero_shot_classification?: MlZeroShotClassificationInferenceOptions
   fill_mask?: MlFillMaskInferenceOptions
+  learning_to_rank?: MlLearningToRankConfig
   ner?: MlNerInferenceOptions
   pass_through?: MlPassThroughInferenceOptions
   text_embedding?: MlTextEmbeddingInferenceOptions
@@ -15517,6 +15520,12 @@ export interface MlJobTimingStats {
   minimum_bucket_processing_time_ms?: DurationValue<UnitFloatMillis>
 }
 
+export interface MlLearningToRankConfig {
+  default_params?: Record<string, any>
+  feature_extractors?: Record<string, MlFeatureExtractor>[]
+  num_top_feature_importance_values: integer
+}
+
 export type MlMemoryStatus = 'ok' | 'soft_limit' | 'hard_limit'
 
 export interface MlModelPackageConfig {
@@ -15659,6 +15668,12 @@ export interface MlPerPartitionCategorization {
 
 export type MlPredictedValue = ScalarValue | ScalarValue[]
 
+export interface MlQueryFeatureExtractor {
+  default_score?: float
+  feature_name: string
+  query: QueryDslQueryContainer
+}
+
 export interface MlQuestionAnsweringInferenceOptions {
   num_top_classes?: integer
   tokenization?: MlTokenizationConfigContainer
@@ -15703,6 +15718,7 @@ export interface MlTextClassificationInferenceOptions {
   tokenization?: MlTokenizationConfigContainer
   results_field?: string
   classification_labels?: string[]
+  vocabulary?: MlVocabulary
 }
 
 export interface MlTextClassificationInferenceUpdateOptions {
@@ -15745,6 +15761,7 @@ export interface MlTokenizationConfigContainer {
   bert_ja?: MlNlpBertTokenizationConfig
   mpnet?: MlNlpBertTokenizationConfig
   roberta?: MlNlpRobertaTokenizationConfig
+  xlm_roberta?: MlXlmRobertaTokenizationConfig
 }
 
 export type MlTokenizationTruncate = 'first' | 'second' | 'none'
@@ -15822,6 +15839,7 @@ export interface MlTrainedModelConfig {
   model_size_bytes?: ByteSize
   model_package?: MlModelPackageConfig
   location?: MlTrainedModelLocation
+  platform_architecture?: string
   prefix_strings?: MlTrainedModelPrefixStrings
 }
 
@@ -15957,6 +15975,9 @@ export interface MlVocabulary {
   index: IndexName
 }
 
+export interface MlXlmRobertaTokenizationConfig extends MlCommonTokenizationConfig {
+}
+
 export interface MlZeroShotClassificationInferenceOptions {
   tokenization?: MlTokenizationConfigContainer
   hypothesis_template?: string
diff --git a/specification/inference/_types/Services.ts b/specification/inference/_types/Services.ts
index a5c72d352f..7c3ea7fc9d 100644
--- a/specification/inference/_types/Services.ts
+++ b/specification/inference/_types/Services.ts
@@ -60,7 +60,7 @@ export class InferenceEndpointInfo extends InferenceEndpoint {
 /**
  * Chunking configuration object
  */
-export class InferenceChunkingSettings extends InferenceEndpoint {
+export class InferenceChunkingSettings {
   /**
    * The maximum size of a chunk in words.
    * This value cannot be higher than `300` or lower than `20` (for `sentence` strategy) or `10` (for `word` strategy).
diff --git a/specification/ml/_types/TrainedModel.ts b/specification/ml/_types/TrainedModel.ts
index 9374dd09b0..acc7fe5c4f 100644
--- a/specification/ml/_types/TrainedModel.ts
+++ b/specification/ml/_types/TrainedModel.ts
@@ -235,6 +235,7 @@ export class TrainedModelConfig {
   model_size_bytes?: ByteSize
   model_package?: ModelPackageConfig
   location?: TrainedModelLocation
+  platform_architecture?: string
   prefix_strings?: TrainedModelPrefixStrings
 }
 
diff --git a/specification/ml/_types/inference.ts b/specification/ml/_types/inference.ts
index 856120e27c..1cc539dc27 100644
--- a/specification/ml/_types/inference.ts
+++ b/specification/ml/_types/inference.ts
@@ -17,8 +17,11 @@
  * under the License.
  */
 
+import { Dictionary } from '@spec_utils/Dictionary'
+import { UserDefinedValue } from '@spec_utils/UserDefinedValue'
 import { Field, IndexName, ScalarValue } from '@_types/common'
-import { double, integer } from '@_types/Numeric'
+import { double, float, integer } from '@_types/Numeric'
+import { QueryContainer } from '@_types/query_dsl/abstractions'
 
 /**
  * Inference configuration provided when storing the model config
@@ -47,6 +50,8 @@ export class InferenceConfigCreateContainer {
    * @availability serverless
    */
   fill_mask?: FillMaskInferenceOptions
+
+  learning_to_rank?: LearningToRankConfig
   /**
    * Named entity recognition configuration for inference.
    * @availability stack since=8.0.0
@@ -79,6 +84,26 @@ export class InferenceConfigCreateContainer {
   question_answering?: QuestionAnsweringInferenceOptions
 }
 
+export class LearningToRankConfig {
+  default_params?: Dictionary<string, UserDefinedValue>
+  feature_extractors?: Dictionary<string, FeatureExtractor>[]
+  num_top_feature_importance_values: integer
+}
+
+/**
+ * @variants external
+ */
+export type FeatureExtractor = QueryFeatureExtractor
+
+/**
+ * @variant name=query_extractor
+ */
+export class QueryFeatureExtractor {
+  default_score?: float
+  feature_name: string
+  query: QueryContainer
+}
+
 export class RegressionInferenceOptions {
   /** The field that is added to incoming documents to contain the inference prediction. Defaults to predicted_value. */
   results_field?: Field
@@ -128,6 +153,8 @@ export class TokenizationConfigContainer {
    * @availability serverless
    * */
   roberta?: NlpRobertaTokenizationConfig
+
+  xlm_roberta?: XlmRobertaTokenizationConfig
 }
 
 export class CommonTokenizationConfig {
@@ -170,6 +197,8 @@ export class NlpRobertaTokenizationConfig extends CommonTokenizationConfig {
   add_prefix_space?: boolean
 }
 
+export class XlmRobertaTokenizationConfig extends CommonTokenizationConfig {}
+
 /** Text classification configuration options */
 export class TextClassificationInferenceOptions {
   /** Specifies the number of top class predictions to return. Defaults to 0. */
@@ -180,6 +209,8 @@ export class TextClassificationInferenceOptions {
   results_field?: string
   /** Classification labels to apply other than the stored labels. Must have the same deminsions as the default configured labels */
   classification_labels?: string[]
+
+  vocabulary?: Vocabulary
 }
 
 /** Zero shot classification configuration options */