Group 1 - The core point of the article is that ZhongAn Online P&C Insurance Co., Ltd. has applied for a patent for a text processing method, device, electronic equipment, and storage medium, aimed at improving the efficiency of information extraction from diverse materials [1] Group 2 - ZhongAn Online P&C Insurance Co., Ltd. was established in 2013 and is located in Shanghai, primarily engaged in the insurance industry [2] - The company has a registered capital of 1,469.81 million RMB [2] - ZhongAn has invested in 5 companies, participated in 90 bidding projects, and holds 447 trademark records and 110 patent records [2]

Core Viewpoint - Tencent Technology (Shenzhen) Co., Ltd. has applied for a patent related to text processing methods and devices, which can enhance the efficiency of generating adversarial samples in the field of artificial intelligence [1]. Group 1: Patent Application - The patent titled "Text Processing Method, Device, Computer Equipment, and Storage Medium" was published with the application number CN120407758A, and the application date is January 2024 [1]. - The method involves obtaining target text and its type, which can be normal or abnormal, and applying various perturbation methods to generate multiple candidate samples [1]. - A defense model processes each candidate sample to obtain an anomaly score, which is then used to identify adversarial samples for retraining the defense model [1]. Group 2: Company Overview - Tencent Technology (Shenzhen) Co., Ltd. was established in 2000 and is primarily engaged in software and information technology services [2]. - The company has a registered capital of 2 million USD and has invested in 15 enterprises, participated in 261 bidding projects, and holds 5000 trademark and patent records [2]. - Additionally, the company possesses 501 administrative licenses [2].

Group 1 - Tencent Technology (Shenzhen) Co., Ltd. has applied for a patent titled "Text Processing Method, Device, Electronic Equipment, and Storage Medium," with publication number CN120373307A, filed on January 2024 [1] - The patent involves a text processing method that utilizes artificial intelligence technology, focusing on optimizing initial text through multiple processing iterations until a target text is achieved [1] - The optimization process includes extracting contextual information from the initial text using a trained language processing model and applying preset optimization prompts [1] Group 2 - Tencent Technology (Shenzhen) Co., Ltd. was established in 2000 and is primarily engaged in software and information technology services, with a registered capital of 2 million USD [2] - The company has invested in 15 enterprises and participated in 260 bidding projects, holding 5000 trademark records and 5000 patent records, along with 501 administrative licenses [2]

Group 1 - Beijing Xiaomi Mobile Software Co., Ltd. and Beijing Xiaomi Pinecone Electronics Co., Ltd. have applied for a patent titled "Text Processing Method, Text Processing Device, and Storage Medium" with publication number CN120373448A, filed on January 2024 [1] - The patent describes a text processing method that involves obtaining text description information, which includes the text to be processed and the type of processing task, executed by a large language model [1] - The method utilizes a pre-trained discriminator to determine the task type of the text processing task, ensuring effective processing for specific tasks while maintaining performance for other tasks [1] Group 2 - Beijing Xiaomi Mobile Software Co., Ltd. was established in 2012, located in Beijing, with a registered capital of 148.8 million RMB, and has invested in 4 companies and participated in 137 bidding projects [2] - The company holds 5000 patent records and has 123 administrative licenses [2] - Beijing Xiaomi Pinecone Electronics Co., Ltd. was founded in 2014, also in Beijing, with a registered capital of 25 million RMB, having invested in 1 company, with 15 trademark records and 1029 patent records [2]

Group 1 - Tencent Technology (Shenzhen) Co., Ltd. has applied for a patent related to natural language processing technology, specifically for a text processing model training method and device [1] - The patent application, published as CN120045650A, was filed on November 2023 and aims to enhance the efficiency and quality of training datasets for text processing models [1] - The proposed method involves using multiple sample conversation data and preset rewriting instructions to generate annotated rewriting correlation data, which is then used to create a rewriting training set [1] Group 2 - Tencent Technology (Shenzhen) Co., Ltd. was established in 2000 and is primarily engaged in software and information technology services [2] - The company has a registered capital of 2 million USD and has made investments in 15 enterprises, participated in 254 bidding projects, and holds 5000 trademark and patent records [2] - Additionally, the company possesses 439 administrative licenses, indicating a robust operational framework [2]