--- title: "Named Entity Recognition" url: https://docs.catalyst.zoho.com/en/sdk/nodejs/v2/zia-services/text-analytics/named-entity-recognition/ description: "This page describes the method to use the named entity recognition feature in your Java application with sample code snippets." last_updated: 2026-09-08T11:07:33Z service: Zia Services type: general related_links: - name: "Text Analytics" url: /en/zia-services/help/text-analytics/introduction - name: "Named Entity Recognition - API" url: /en/api/code-reference/zia-services/text-analytics/named-entity-recognition/#NamedEntityRecognition --- # Named Entity Recognition > **Note:** This SDK is currently in deprecation. Migrate to [JavaScript SDK](https://docs.catalyst.zoho.com/en/sdk/javascript/v1/zia-services/text-analytics/named-entity-recognition/) now. [Zia Named Entity Recognition](https://docs.catalyst.zoho.com/en/zia-services/help/text-analytics/introduction) is a part of Text Analytics that processes textual content to extract key words and group them into various categorizes. For example, it can determine a word in a text to be the name of an organization, the name of a person, or a date, and add it to the appropriate category accordingly. Refer [here](https://docs.catalyst.zoho.com/en/zia-services/help/text-analytics/introduction) for a list of all categories recognized by NER. The response returns an array of all the entities recognized in the text, and a tag indicating the category they belong to. It will also contain the confidence score of each categorization in percentage values, to showcase its accuracy. The response also returns the location of the entity in the text through its start index and end index. You can pass a block of text as the input of upto **1500 characters** in a single request, as shown below. The text is passed to `getNERPrediction()`. The `zia` reference used below is defined in the [component instance page](https://docs.catalyst.zoho.com/en/sdk/nodejs/v2/zia-services/get-component-instance). ```javascript zia.getNERPrediction(['Zoho Corporation, is an Indian multinational technology company that makes web-based business tools. It is best known for Zoho Office Suite. The company was founded by Sridhar Vembu and Tony Thomas and has a presence in seven locations with its global headquarters in Chennai, India, and corporate headquarters in Pleasanton, California.']) //Pass the input text .then((result) => console.log(result)) .catch((error) => console.log(error.toString())); ``` A sample response that you will receive is shown below. The response is the same for both versions of Node.js. #### Node js ```json "ner": { "general_entities": [ { "start_index": 0, "confidence_score": 98, "end_index": 16, "ner_tag": "Organization", "token": "Zoho Corporation" }, { "start_index": 24, "confidence_score": 99, "end_index": 30, "ner_tag": "Miscellaneous", "token": "Indian" }, { "start_index": 122, "confidence_score": 90, "end_index": 139, "ner_tag": "Miscellaneous", "token": "Zoho Office Suite" }, { "start_index": 168, "confidence_score": 99, "end_index": 181, "ner_tag": "Person", "token": "Sridhar Vembu" }, { "start_index": 186, "confidence_score": 96, "end_index": 197, "ner_tag": "Person", "token": "Tony Thomas" }, { "start_index": 220, "confidence_score": 100, "end_index": 225, "ner_tag": "Number", "token": "seven" }, { "start_index": 268, "confidence_score": 99, "end_index": 275, "ner_tag": "City", "token": "Chennai" }, { "start_index": 277, "confidence_score": 98, "end_index": 282, "ner_tag": "Country", "token": "India" }, { "start_index": 314, "confidence_score": 99, "end_index": 324, "ner_tag": "City", "token": "Pleasanton" }, { "start_index": 326, "confidence_score": 91, "end_index": 336, "ner_tag": "State", "token": "California" } ] } ```