Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 … ROUGE scores between them. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = …sampled_df) predictions = parse_outputs_to_dataframe(outputs) targets = sampled_df[subjects] # Calculate Hamming Loss hamming = hamming_loss(targets, predictions) print(f"Hamming… 【McCharts】基于鸿蒙 ArkTS 语法开发的图表组件 -- 折线图 Programming Software Development by 杨_659 …Split into equal parts let cSpiltVal = maxValue / cSpiltNum // Calculate the split spacing for(var i = 0; i <=… length const scaleX = this.options.cSpace + maxNameW // Calculate the equal intervals through the maximum value of the data…, and then calculate the coordinates of each end point const scaleY … Benchmarking DeepSeek R1 for Text Classification and Summarization Programming Computer Science by usmanmalik57 … output and compare it with the target labels to calculate accuracy. ```python keywords = {"positive", …following script defines the `calculate_rouge()` function to calculate ROUGE scores for each article summary. ```python #…our dataset, generate the article summaries, and calculate their ROUGE scores. The output shows the average… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 … ROUGE scores for a single summary. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['… dataset, generate article summaries using the `generate_response()` function, and calculate ROUGE scores for summaries using the `calculate_rouge()` function. Finally, … DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 … for text summarization and machine translation problems. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1… Re: Odd but True Facts Community Center Geeks' Lounge by Reverend Jim …,751,104 furlongs per fortnight. I decided to calculate this after having to calculate the current gas price for my son's… 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. 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