Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 On April 14, 2025, OpenAI released [GPT-4.1](https://openai.com/index/gpt-4-1/) — a model touted as the new state-of-the-art, outperforming GPT-4o on all major benchmarks. As always, I like to evaluate new LLMs on simple tasks like text classification and summarization to see how they compare with current leading models. In this article, I will… Where Can I Find Test Data (Names, Emails, etc.) for My Testing? Programming Web Development by jamesalery Hi everyone, I’m just starting out with testing and I need to generate some test data for things like names, birthdays, emails, and other basic information. I’m looking for web-based resources or tools that provide random test data for use in my testing. like i used this *<Promotional link snipped>* for generating birthdays. but i don't … What are some underrated React JS best practices? Programming Software Development by James_228 I’ve been working on a mid-size React project and started noticing performance lags and bloated component trees. I optimized a few things like: Using useMemo() and useCallback() smartly (but not overusing) Breaking components into smaller reusable ones Lazy loading routes and components But I’d love to know: What are your go-to … Re: Where Can I Find Test Data (Names, Emails, etc.) for My Testing? Programming Web Development by Pelorus_1 Platforms like Mockaroo, Faker and GenerateData provide fake names, emails and more for testing purposes. You can easily create realistic sample data with these tools. Re: Where Can I Find Test Data (Names, Emails, etc.) for My Testing? Programming Web Development by gediminas.bukauskas.7 Look at Customers table in NorthWind database (https://en.wikiversity.org/wiki/Database_Examples/Northwind). 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There's a reason why it uses the same id's that's because it is dynamically generated and I have almost 5 or 6 GROUPS of classes so I can't use the class grouping on this but was looking for something similar but instead of using classes I wanted to use id's.… Re: How To Send MYSQL Data To An Email Programming Web Development by Davidmenk3 Looks like your email issue is causing more drama than a bad Wi-Fi connection! The problem is in $query["SELECT * FROM demo ORDER BY ID DESC LIMIT 1"];—this syntax is invalid. Fix it to $query = "SELECT * FROM demo ORDER BY ID DESC LIMIT 1";. Also, fetch the data properly and append it to $body like this: $row = … Re: How To Send MYSQL Data To An Email Programming Web Development by Biiim Here's the code I've been using for about 15 years now - but a bit more simplified: function dbConnect($type = ''){ $conn = mysqli_connect( DBHOST, DBUSER, DBPASS, DBDB); if (!$conn) { echo "Error: Unable to connect to MySQL." . PHP_EOL; echo "Debugging errno: " . mysqli_connect_errno() . … Benchmarking DeepSeek R1 for Text Classification and Summarization Programming Computer Science by usmanmalik57 DeepSeek-R1 is a groundbreaking family of reinforcement learning (RL)-driven AI models developed by the Chinese AI firm [DeepSeek](https://www.deepseek.com/). It is designed to rival industry leaders like OpenAI and Google in complex decision-making and optimization problems. In this article, we will benchmark the DeepSeek R1 model for text … Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 In the [last article](https://www.daniweb.com/programming/computer-science/tutorials/542973/benchmarking-deepseek-r1-for-text-classification-and-summarization#post2300447), I explained how you can use the [DeepSeek-R1-Distill-Qwen-32B](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Qwen-32B) model for text classification and summarization … 开源啦！！！基于鸿蒙 ArkTS 封装的图表组件《McCharts》，大家快来一起共创 Programming Software Development by 杨_659 **English Translation:** Hello everyone, I’m Chen Yang. It’s been a while since my last update. The main reason is my busy schedule with my full-time job, leaving me little time for writing. 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Here is my code so far ... <?php $clientId = "xxx"; // Replace with your App ID $clientSecret = "xxx"; // Replace with your App Secret $redirectUri = "xxx"; // Must match … Re: How to connect to the Pinterest API using PHP? Programming Web Development by Dani Never trust ChatGPT to write fully flushed out code for ya :) Pinterest uses OAuth to authorize your app on behalf of your app's end-user, if that makes sense. For example, your goal is for your end-user to load up your app, and have access to *their* Pinterest account. What OAuth does is give your end-user the ability to grant your app … DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 In a [previous article](https://www.daniweb.com/programming/computer-science/tutorials/543028/text-classification-and-summarization-with-deepseek-r1-distill-llama-70b), I presented a comparison of [DeepSeek-R1-Distill-Llama-70b](https://huggingface.co/deepseek-ai/DeepSeek-R1-Distill-Llama-70B) with the [DeepSeek-R1-Distill-Qwen-32B](https://… Implementing a Dynamic Filter Option in a Web Application Programming Software Development by YashSmith If you want to add a dynamic filtering option in your web application, here’s a simple and effective solution using React. This filter allows users to search by keyword, set minimum and maximum values, and filter by category. import React, { useState } from "react"; const DataFilter = ({ data }) => { const [… Re: How Can I Increase More Traffic of My Website? 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When a … Re: Fine-tuning OpenAI Vision Models for Visual Question-Answering Programming Computer Science by RKE2 Fine-tuning OpenAI Vision Models for visual question-answering is an exciting step forward in AI! It is amazing how these models can combine image recognition with natural language processing to provide accurate, context-aware answers. Cannot wait to see more advancements! Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by rproffitt "Wiz Research Uncovers Exposed DeepSeek Database Leaking Sensitive Information" "Security researchers tested 50 well-known jailbreaks against DeepSeek’s popular new AI chatbot. It didn’t stop a single one." It only seems to get worse the more you look at DeepSeek. And I must note how it is known to not want to talk about … Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by policenbicleara Llama-70B struggles with sentiment analysis (69% accuracy) vs. Qwen-32B (87%). Summarization performance is weaker, with lower ROUGE scores. Qwen-32B is the better choice—smaller, faster, and more accurate. Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by Pelorus_1 Great breakdown of DeepSeek R1 Distill LLaMA 70B! The explanation of text classification and summarization is clear and insightful. Appreciate the practical examples—makes implementation much easier. Thanks for sharing! Re: How to get niche related backlinks Digital Media Digital Marketing by Salem Why don't you just type that into a search engine, then go and bother those sites instead?