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Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks 1 Day Ago by usmanmalik57 … rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL'], use_stemmer=True) scores = scorer.score(reference, candidate) return {key: value…()` function and calculate mean values for ROUGE scores returned by the function. ```python results … The above output shows the ROUGE scores. These scores are pretty similar to what we achieved… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 2 Months Ago by usmanmalik57 …): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL'], use_stemmer=True) scores = scorer.score(reference, candidate) return {key: value.fmeasure for key… article summaries using the `generate_response()` function, and calculate ROUGE scores for summaries using the `calculate_rouge()` function. Finally, we calculate… Benchmarking DeepSeek R1 for Text Classification and Summarization 2 Months Ago by usmanmalik57 …, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', 'rouge2', 'rougeL'], use_stemmer=True) scores = scorer.score(reference, candidate) return {key: value.fmeasure for key…, value in scores.items()} ``` Finally, we will iterate through the articles (first … DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization 1 Month Ago by usmanmalik57 … and machine translation problems. ```python # Function to calculate ROUGE scores def calculate_rouge(reference, candidate): scorer = rouge_scorer.RougeScorer(['rouge1', …'rouge2', 'rougeL'], use_stemmer=True) scores = scorer.score(reference, candidate) return {key: value.fmeasure for… Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 2 Months Ago 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: Best way to find a segment of code that matches a given input segment? 1 Month Ago by Dani … compare against 3. Initialize an empty list to store similarity scores similarity_scores = [] 4. For each article in the articles list: a… the LLM about such that it can create objective similarity scores between two pieces of code across all of the files… Re: How to Implement Lazy Loading for Faster Web Portals 1 Month Ago by Dani …, total blocking time, CLS (0), and speed index (0.2s) scores are the same for both. I admit that, at first… Re: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 2 Months Ago 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 1 Month Ago 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! Scores 14 Years Ago by deleti0n …;Average is " + average); System.out.println("Number of scores above or equal to the average " + numOfAbove); System.out… Re: Scores 14 Years Ago by vasu d [CODE]do { String scoreString = JOptionPane.showInputDialog(null, "Enter a new score"); score[count] = Double.parseDouble(scoreString); sum += score[count]; } [U][COLOR="red"][B]while (score[count++] >= 0);[/B][/COLOR][/U] [/CODE] The highlighted line is where you have got it wrong. You are … Re: Scores 14 Years Ago by deleti0n solved i got it thanks for the help having trouble with scores arraylist 13 Years Ago by blake81 … = scores[1] + scores[2] + scores[3] + scores[4] + scores[5] + scores[6] + scores[7] + scores[8] + scores[9] + scores[10] + scores[11] + scores[12] + scores[13] + scores[14] + scores[15] + scores[16] + scores[17] + scores[18] + scores[19] + scores[20… Re: having trouble with scores arraylist 13 Years Ago by blake81 okay figured out what the error was, I am suppose to call in scores object instance instead of scanner. Re: having trouble with scores arraylist 13 Years Ago by blake81 but then I got this error Exception in thread "main" java.lang.ArrayIndexOutOfBoundsException: 20 at Scores.averages(Scores.java:69) at Scoresclient.main(Scoresclient.java:18) Help With Michael Dawson C++ High Scores Program 12 Years Ago by nathan.pavlovsky …> scores; scores.push_back(1500); scores.push_back(3500); scores.push_back(7500); cout << "\nHigh Scores:\n"; for (iter = scores.begin(); iter != scores.end(); ++iter… test scores 8 Years Ago by Kenny_1 …a user=defined number of test scores. once all scores are entered, the array should be… enough to hold that many //test scores scores = new double[numScores]; if (scores == NULL) return 0; //Get…) << ": "; cin >> scores[count]; while (scores[count] <= 0) { cout << "… Re: Import scores.txt into array and make calculations 16 Years Ago by urbandad70 … < size; i++) { // sum up all the scores sum = sum + scores[i]; } min = scores[0]; max = scores[0]; for(j = 0; j < size… Re: Import scores.txt into array and make calculations 16 Years Ago by urbandad70 … < size; i++) { // sum up all the scores sum = sum + scores[i]; } min = scores[0]; max = scores[0]; for(j = 0; j < size… c++ test scores - dynamically allocating arrays 15 Years Ago by eternaloptimist … array large enough to hold that many //test scores scores = new float[numScores]; if(scores==NULL) return 0; //Get the test score for…; ( count + 1 ) << ": "; cin >> scores[count]; while (scores <=0) { cout << "Zero or negative… How can I obtain the highest and second highest scores in this C++ program? 12 Years Ago by andrew mendonca … i = 0; i < scoreCount; i++) cin >> scores[i]; getTopTwoScores(scores, scoreCount, highestScore, secondHighestScore) ; cout << highestScore <<… Re: test scores 8 Years Ago by Kenny_1 …(double *, int); void showAverage(double, int); int main() { double *scores, total = 0.0, average = 0.0; int numScores; cout … + 1) << ": "; cin >> scores[count]; while (scores[count] <= 0) { cout << "Zero or… multiform students and scores 15 Years Ago by EvilLinux …foreach (student s in Students) { foreach (int score in s.Scores) { totalScores += score; totalCount++; } } return totalScores / totalCount; } public int scoreCount() { return… Re: multiform students and scores 15 Years Ago by DdoubleD … list too... this.index = index; this.Scores = Scores; InitializeComponent(); //this.CurrentScore.Text = this.parentForm… at constructor)... UpdateScoreForm updateScoreForm = new UpdateScoreForm(index, scores); // Create form and show modeless! (ShowDialog())...… How do I return the highest and second highest scores in this C++ program? 12 Years Ago by andrew mendonca …; secondHighest) { highest = scores[1]; secondHighest = scores[2]; if(highest == secondHighest) { highest = scores[numScores]; secondHighest = scores[numScores]; } if(numScores == 1) { highest = scores[0]; secondHighest = scores[0]; } } Here… Re: Help With Michael Dawson C++ High Scores Program 12 Years Ago by JasonHippy …. It all seems to be doing what it should! The scores are created, the search for a score works OK, the… bear in mind is that the example only has three scores in it, so it is highly possible that from time… was already in. You could try pushing a few more scores into the vector, that should make the results a bit… test scores #2 8 Years Ago by crazyninja247 …(double *, int); void showAverage(double, int); int main() { double *scores, total = 0.0, average = 0.0; int numScores; cout … + 1) << ": "; cin >> scores[count]; while (scores[count] <= 0) { cout << "Zero or… Re: Arrays (game scores) 16 Years Ago by NinjaLink …int highscore (int highestscore, int scores[][cols]) { while (inData>>scores) { int scores; int highest; int highestscore; highestscore = scores[0]; for (int i… Re: How do I return the highest and second highest scores in this C++ program? 12 Years Ago by andrew mendonca …secondHighest = 0; if(numScores == 1) { highest = scores[0]; secondHighest = scores[0]; } for (int i = 0; i <…{ highest = scores[i]; scores[0] = highest; } if(scores[i] <= highest && scores[i] > secondHighest) { secondHighest = scores[i]; scores[1] = … Re: How can I obtain the highest and second highest scores in this C++ program? 12 Years Ago by nullptr … (numScores == 1) { highest = secondHighest = scores[0]; // nothing else to do return; } …; i++) { if(scores[i] > highest || scores[i] > secondHighest) { if (scores[i] > highest…