diff --git a/docs/core_docs/docs/integrations/chat/novita.ipynb b/docs/core_docs/docs/integrations/chat/novita.ipynb
index a65041f95222..12a42b905678 100644
--- a/docs/core_docs/docs/integrations/chat/novita.ipynb
+++ b/docs/core_docs/docs/integrations/chat/novita.ipynb
@@ -35,7 +35,7 @@
     "### Model features\n",
     "| [Tool calling](/docs/how_to/tool_calling) | [Structured output](/docs/how_to/structured_output/) | JSON mode | [Image input](/docs/how_to/multimodal_inputs/) | Audio input | Video input | [Token-level streaming](/docs/how_to/chat_streaming/) | Native async | [Token usage](/docs/how_to/chat_token_usage_tracking/) | [Logprobs](/docs/how_to/logprobs/) |\n",
     "| :---: | :---: | :---: | :---: |  :---: | :---: | :---: | :---: | :---: | :---: |\n",
-    "| ❌ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ❌ |"
+    "| ✅ | ✅ | ✅ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | ✅ |"
    ]
   },
   {
diff --git a/libs/langchain-community/src/chat_models/novita.ts b/libs/langchain-community/src/chat_models/novita.ts
index 59726db84238..2c76fb0c49fd 100644
--- a/libs/langchain-community/src/chat_models/novita.ts
+++ b/libs/langchain-community/src/chat_models/novita.ts
@@ -11,24 +11,8 @@ import {
 } from "@langchain/openai";
 import { getEnvironmentVariable } from "@langchain/core/utils/env";
 
-type NovitaUnsupportedArgs =
-  | "frequencyPenalty"
-  | "presencePenalty"
-  | "logitBias"
-  | "functions";
-
-type NovitaUnsupportedCallOptions = "functions" | "function_call";
-
-export interface ChatNovitaCallOptions
-  extends Omit<ChatOpenAICallOptions, NovitaUnsupportedCallOptions> {
-  response_format: {
-    type: "json_object";
-    schema: Record<string, unknown>;
-  };
-}
-
 export interface ChatNovitaInput
-  extends Omit<OpenAIChatInput, "openAIApiKey" | NovitaUnsupportedArgs>,
+  extends Omit<OpenAIChatInput, "openAIApiKey">,
     BaseChatModelParams {
   /**
    * Novita API key
@@ -45,7 +29,7 @@ export interface ChatNovitaInput
 /**
  * Novita chat model implementation
  */
-export class ChatNovitaAI extends ChatOpenAI<ChatNovitaCallOptions> {
+export class ChatNovitaAI extends ChatOpenAI<ChatOpenAICallOptions> {
   static lc_name() {
     return "ChatNovita";
   }
@@ -65,7 +49,7 @@ export class ChatNovitaAI extends ChatOpenAI<ChatNovitaCallOptions> {
 
   constructor(
     fields?: Partial<
-      Omit<OpenAIChatInput, "openAIApiKey" | NovitaUnsupportedArgs>
+      Omit<OpenAIChatInput, "openAIApiKey">
     > &
       BaseChatModelParams & {
         novitaApiKey?: string;
@@ -85,7 +69,7 @@ export class ChatNovitaAI extends ChatOpenAI<ChatNovitaCallOptions> {
 
     super({
       ...fields,
-      model: fields?.model || "gryphe/mythomax-l2-13b",
+      model: fields?.model || "qwen/qwen-2.5-72b-instruct",
       apiKey: novitaApiKey,
       configuration: {
         baseURL: "https://api.novita.ai/v3/openai/",
@@ -133,15 +117,33 @@ export class ChatNovitaAI extends ChatOpenAI<ChatNovitaCallOptions> {
     | AsyncIterable<OpenAIClient.Chat.Completions.ChatCompletionChunk>
     | OpenAIClient.Chat.Completions.ChatCompletion
   > {
-    delete request.frequency_penalty;
-    delete request.presence_penalty;
-    delete request.logit_bias;
-    delete request.functions;
+    if (request.response_format) {
+      if (request.response_format.type === "json_object") {
+        request.response_format = {
+          type: "json_object",
+        };
+      } else if ('json_schema' in request.response_format) {
+        const json_schema = request.response_format.json_schema;
+        request.response_format = {
+          type: "json_schema",
+          json_schema,
+        };
+      }
+    }
 
-    if (request.stream === true) {
-      return super.completionWithRetry(request, options);
+    if (!request.model) {
+      request.model = "qwen/qwen-2.5-72b-instruct";
     }
 
-    return super.completionWithRetry(request, options);
+    try {
+      if (request.stream === true) {
+        return super.completionWithRetry(request, options);
+      }
+
+      return super.completionWithRetry(request, options);
+    } catch (error: any) {
+      console.error("Novita API call failed:", error.message || error);
+      throw error;
+    }
   }
 }
diff --git a/libs/langchain-community/src/chat_models/tests/chatnovita.int.test.ts b/libs/langchain-community/src/chat_models/tests/chatnovita.int.test.ts
index 91a134d45c57..91af57210f65 100644
--- a/libs/langchain-community/src/chat_models/tests/chatnovita.int.test.ts
+++ b/libs/langchain-community/src/chat_models/tests/chatnovita.int.test.ts
@@ -7,19 +7,22 @@ import {
   HumanMessagePromptTemplate,
   SystemMessagePromptTemplate,
 } from "@langchain/core/prompts";
+import { formatToOpenAITool } from "@langchain/openai";
+import { StructuredTool } from "@langchain/core/tools";
+import { z } from "zod";
 import { ChatNovitaAI } from "../novita.js";
 
 describe("ChatNovitaAI", () => {
   test("invoke", async () => {
     const chat = new ChatNovitaAI();
-    const message = new HumanMessage("Hello!");
+    const message = new HumanMessage("Hello! Who are you?");
     const res = await chat.invoke([message]);
     expect(res.content.length).toBeGreaterThan(10);
   });
 
   test("generate", async () => {
     const chat = new ChatNovitaAI();
-    const message = new HumanMessage("Hello!");
+    const message = new HumanMessage("Hello! Who are you?");
     const res = await chat.generate([[message]]);
     expect(res.generations[0][0].text.length).toBeGreaterThan(10);
   });
@@ -53,7 +56,6 @@ describe("ChatNovitaAI", () => {
   test("prompt templates", async () => {
     const chat = new ChatNovitaAI();
 
-    // PaLM doesn't support translation yet
     const systemPrompt = PromptTemplate.fromTemplate(
       "You are a helpful assistant who must always respond like a {job}."
     );
@@ -88,4 +90,54 @@ describe("ChatNovitaAI", () => {
     ]);
     expect(responseA.generations[0][0].text.length).toBeGreaterThan(10);
   });
-});
+
+  test("JSON mode", async () => {
+    const chat = new ChatNovitaAI().bind({
+      response_format: {
+        type: "json_object"
+      },
+    });
+    const prompt = ChatPromptTemplate.fromMessages([
+      ["system", "You are a helpful assistant who responds in JSON. You must return a JSON object with an 'orderedArray' property containing the numbers in descending order."],
+      ["human", "Please list this output in order of DESC [1, 4, 2, 8]."],
+    ]);
+    const res = await prompt.pipe(chat).invoke({});
+    expect(typeof res.content).toBe("string");
+    expect(JSON.parse(res.content as string)).toMatchObject({
+      orderedArray: expect.any(Array),
+    });
+  });
+
+  test("Tool calls", async () => {
+    class CalculatorTool extends StructuredTool {
+      name = "Calculator";
+
+      schema = z.object({
+        a: z.number(),
+        b: z.number(),
+      });
+
+      description = "A simple calculator tool.";
+
+      constructor() {
+        super();
+      }
+
+      async _call(input: { a: number; b: number }) {
+        return JSON.stringify({ total: input.a + input.b });
+      }
+    }
+    const tool = formatToOpenAITool(new CalculatorTool());
+    const chat = new ChatNovitaAI().bind({
+      tools: [tool],
+    });
+    const prompt = ChatPromptTemplate.fromMessages([
+      ["system", "You are a helpful assistant."],
+      ["human", "What is 1273926 times 27251?"],
+    ]);
+    const res = await prompt.pipe(chat).invoke({});
+    expect(res.tool_calls?.length).toBeGreaterThan(0);
+    expect(res.tool_calls?.[0].args)
+      .toMatchObject({ a: expect.any(Number), b: expect.any(Number) });
+  });
+}); 
\ No newline at end of file