Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 …The summary should look like human created:\n\n{article}\n\nSummary:" response = client.chat.completions.create… achieved by [GPT-4o in a previous article]((https://www.daniweb.com/programming/computer-science/tutorials…achieved by [GPT-4o model in a previous article](https://www.daniweb.com/programming/computer-science/tutorials… Re: Hi everyone, I'm SanjayJoshi Community Center Say Hello! by MasoodDidThat > Breakdown your method of creating high quality niche related backlinks !! I am asking what backlinking approach you follow? Guest posting, article submission, bookmarking, what? Re: Question/Answering over SQL Data Using LangGraph Framework Programming Computer Science by Pelorus_1 Through its combination of natural language processing and structured query generation, LangGraph makes interfacing with databases and extracting insights over SQL data easier than ever. Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 …human_summary = row['human_summary'] i = i + 1 print(f"Summarizing article {i}.") system_instructions = "You are an expert in creating… score. The summary should look like human created:\n\n{article}\n\nSummary:""" generated_summary = generate_response(system_instructions, user_query) … Benchmarking DeepSeek R1 for Text Classification and Summarization Programming Computer Science by usmanmalik57 … the `calculate_rouge()` function to calculate ROUGE scores for each article summary. ```python # Function to calculate ROUGE scores def …score. The summary should look like human created:\n\n{article}\n\nSummary:""" generated_summary = generate_summary(deepseek_model_client, … DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 … = row['human_summary'] i = i + 1 print(f"Summarizing article {i} with model {model_name}") system_role = "You are … characters. The summary should look like human created:\n\n{article}\n\nSummary:" generated_summary = generate_response(model_client, system_role, user_query) rouge_scores … Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by IM Tools … up and running but in Barry Schwartz's May 2024 article he quotes John Mueller as saying "at some point…. I tried to post the link to Barry's full article, but the Daniweb spam bot wouldn't let me. Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by adilhassan …-building is a better approach. Would love to see that article when it’s out! How to get niche related backlinks Digital Media Digital Marketing by MasoodDidThat … high-quality, niche-related backlink submission sites. These can include article submissions, forums, directories, social bookmarking, link insertions, blog commenting, business… 【McCharts】基于鸿蒙 ArkTS 语法开发的图表组件 -- 折线图 Programming Software Development by 杨_659 … the ArkTS ecosystem. > > You can check out the article address. If you think it is good, remember to give… Re: Best way to find a segment of code that matches a given input segment? Programming Software Development by Dani …. Compute the similarity between the target_article and the current article similarity = compute_similarity(target_article, current_article) b. Append the …articles based on their similarity to the target article ranked_articles = [article for article, score in sorted_similarity_scores] 7. Output the … Re: Which is the best email marketing tool you ever used? Digital Media Digital Marketing by meandrewwilliam Great article! Very informative and well-explained. Choosing the right email marketing tool is crucial for successful campaigns. Thanks for sharing these insights!" Re: What is the best method for link building in 2023? Digital Media Digital Marketing by MasoodDidThat To be precise, in 2025, the best way to create backlink is article submission on high domain authority websites. Give anchor text to your primary or secondary keyword and do not give anchor text to more then 1 link. Re: Why my created link is not updating as a backlinks? Digital Media Digital Marketing Search Engine Strategies by MasoodDidThat … way to make index faster is when you submit the article, do the internal linking in the blog, this will help… Re: Contact form does not working Programming Web Development by gediminas.bukauskas.7 Follow this article: https://stackoverflow.com/questions/4595730/sending-email-from-localhost Re: Need currency pound symbol before amount calculation Programming Web Development by gediminas.bukauskas.7 JS has a function for the formatting currencies. Read the 'https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/Intl/NumberFormat/NumberFormat' article. You will find code samples there. Re: Short or Lengthy content, which is helpful for SEO? Digital Media Digital Marketing by Dani It depends on the purpose of the article. Short content works when people want a quick answer to something. Long content works when people want a lot more in-depth information about a particular topic. You should always have a target audience in mind when writing content. 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: 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: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by Rabia_10 The Disavow Tool is still effective for now, but I have a feeling Google might phase it out soon. It’ll be interesting to see what comes next! Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by Dani Google has said that they plan to remove the tool because it's consistently done more harm than good for the majority of sites that have used it. Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by Martin12 yes it still works , i used it few days ago to remove some spammy links on my website Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by Dani If you used it only a few days ago, how do you know it works? Did you see your Google traffic increase so quickly after that? Re: Does Google's Disavow-Tool still work - or does it hurt? Digital Media Digital Marketing Search Engine Strategies by ashleydent4u The Disavow Tool was definitely a double-edged sword—while it helped with cleaning up spammy backlinks, it also opened the door for misuse by blackhat SEOs looking to undo penalties. As for whether it still helps today, it seems like Google’s evolved and might not rely on it as much for ranking recovery. They’re likely using more advanced … 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? Re: How to get niche related backlinks Digital Media Digital Marketing by Olu_610 Have you tried Dubai Kitchenware Directory and Kitchen Appliances UAE. They should give a successful result. You can also try r/Cooking on reddit. The Reddit community is an excellent opportunity to create backlinks as well. Re: How to get niche related backlinks Digital Media Digital Marketing by Dani I have found it’s really hard to create Reddit backlinks unless you already have a really strong reputation in the Sub. If it sticks though, it’s definitely valuable! Olu, what’s your trick with Reddit? Re: ‘Advanced AI should be treated similar to Weapons of Mass Destruction’ Community Center by rproffitt UPDATE: Feb 4, 2025 — Google on Tuesday updated its ethical guidelines around artificial intelligence, removing commitments not to apply the technology to weapons or surveillance.