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Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks 3 Weeks Ago by usmanmalik57 …kaggle.com/datasets/crowdflower/twitter-airline-sentiment?select=Tweets.csv). The following script imports the dataset …`, `negative`, and `neutral`. We will filter 100 tweets for testing with equal distribution of the three sentiments. …and predicts the sentiment for the 100 filtered tweets. The function also returns the overall accuracy … DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization 2 Months Ago by usmanmalik57 … function returns a list containing predicted sentiments of all 100 tweets in the dataset. ```python def predict_sentiment(model, sleep_time=0):… model try: system_instructions = "You are an expert in annotating tweets with positive, negative, and neutral emotions" user_query = ( f&… 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: Text Classification and Summarization with DeepSeek R1 Distill Llama 70B 2 Months 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! How to Create Pandas DataFrames with Tweets Scraped by Locations 2 Years Ago by usmanmalik57 …date_time = [] for tweet, user in zip(tweets.data, tweets.includes['users']): text.append(tweet.text) date_time.append… date_time = [] for tweet, user in zip(tweets.data, tweets.includes['users']): text.append(tweet.text) date_time.append… Who posted 5 billion Tweets in 4 months? 15 Years Ago by happygeek …Twitter have posted a combined total of some 5 billion Tweets. Or have they? Well, there's no doubting the… one. Instead it seems likely that those 5 billion Tweets include messages which are not original, in other words …are, also according to Twitter itself, posting some 600 Tweets per second or 50 million messages a day. Anyone care… Do these four types of tweets make for quality tweets? 15 Years Ago by MktgRob … makes a quality tweet. The author contended that 40% of tweets are mindless babble (can't say that I disagree). The… author then identified four types of tweets that he felt make for quality tweets. The four types are: informative, personal, humorous… Goegraphically targeted tweets? 15 Years Ago by MktgRob … aware. Basically, you can choose to have your tweets mapped by longitude and latitude. The possible benefits seem…, as a follower you can choose to follow tweets based on location making the information you find more…part of their marketing communications campaign to target their tweets geographically to take advantage of rich target markets … Re: Do these four types of tweets make for quality tweets? 15 Years Ago by InsightsDigital I agree. Self promoting tweets and blogs are a major turn off. I wonder what would be the conversion rates for each of these types of tweets. Re: Do these four types of tweets make for quality tweets? 15 Years Ago by MktgRob [QUOTE=InsightsDigital;958420]I agree. Self promoting tweets and blogs are a major turn off. I wonder what would be the conversion rates for each of these types of tweets.[/QUOTE] I am sure that someone is already working on a way to determine that or are putting together a survey asking people to keep track and report back. Unnecessary search developments: Googling Tweets 15 Years Ago by GuyClapperton … with Wolfram Alpha, Google Waves and Bing; this inclusion of Tweets in Google is the latest salvo. It was a bit… place you'll find it is on this guy's Tweets. So I entered 'Tweckling' into Google. And guess what. This… guy's Tweets come up, after the usual (and useful) Google attempts at… Monitoring Tweets For Your Business 15 Years Ago by InsightsDigital Microblogging has allowed businesses to announce special deals, contests, and valuable information to their Followers. Microblogging may require time and resources. To monitor tweets and followers, there is TweetDeck and Seesmic, available on iPhone and on desktop version. What is your strategy to monitor tweets? What is your frequency? Search Engines Indexing Your "private tweets" 15 Years Ago by InsightsDigital … allows for some level of privacy in regards to your tweets and updates. Some users just make it very public while… How to retrieve tweets from a specific Twitter account 9 Years Ago by samuel1991 … how to apply this info into Swift context where the tweets could be placed onto a tableview? Promote Twitter Tweets or Account? 7 Years Ago by santhoshsocial What’s active everyone? If you take an opportunity to advertise on Twitter, which some do you choose to promote, your Twitter tweets or account? What fix you people think? Re: Bing Tweets 15 Years Ago by xfranco …="http://francobadenhorst.wordpress.com/2009/07/16/bing-also-tweets/"]screenshots and info[/URL] for those who cant find… Re: Do these four types of tweets make for quality tweets? 15 Years Ago by bobchrist I agree, also something that can create personal touch.. Re: Do these four types of tweets make for quality tweets? 15 Years Ago by MktgRob [QUOTE=bobchrist;957933]I agree, also something that can create personal touch..[/QUOTE] As with blogs, anytime you can relate personal experiences to business perspectives it helps to humanize your content. A friend of mine works for a company that was trying to sell a solution to a prospect. The prospect was given very thorough … Re: Do these four types of tweets make for quality tweets? 15 Years Ago by bobchrist [QUOTE=MktgRob;958179]As with blogs, anytime you can relate personal experiences to business perspectives it helps to humanize your content. A friend of mine works for a company that was trying to sell a solution to a prospect. The prospect was given very thorough presentations regarding the capabilities of the technology and the experience of … Re: Do these four types of tweets make for quality tweets? 15 Years Ago by MktgRob [QUOTE=bobchrist;959716]I appreciate your insight about humanizing the content, thanks. : )[/QUOTE] No problem. It is funny but my biggest challenge right now is getting one of my clients to write content for his companies website and their blog using what I refer to as "his own voice". Right now their website is just regurgitated … Re: Goegraphically targeted tweets? 15 Years Ago by InsightsDigital This application would be extremely useful for local restaurants and professional services. I am just wondering what can of worms will it open with such expanded capabilities? Re: Goegraphically targeted tweets? 15 Years Ago by MktgRob I had mentioned in another thread about some states using social networks to track down tax cheats. Could using this to track down deadbeat dads and sexual predators be a reasonable jump to make? Re: Goegraphically targeted tweets? 15 Years Ago by InsightsDigital Well, if it would be used for that purpose, I betcha many ex-wives (and potentially future wives as well) and children will appreciate it. It sure is better that the subway "DeadBeat Dad Picture" campaign I saw in the Bostonian trains a decade ago. Re: Goegraphically targeted tweets? 15 Years Ago by MktgRob [QUOTE=InsightsDigital;962867]Well, if it would be used for that purpose, I betcha many ex-wives (and potentially future wives as well) and children will appreciate it. It sure is better that the subway "DeadBeat Dad Picture" campaign I saw in the Bostonian trains a decade ago.[/QUOTE] I agree that tracking down the losers I mentioned… Re: Unnecessary search developments: Googling Tweets 15 Years Ago by targ8 They are playing catch up with bing and there bingtweets.com. Try lots of social real-time search site options at SNIP Re: Monitoring Tweets For Your Business 15 Years Ago by thehotspotguide Microblogging has helped my company tremendously...it has encouraged my followers o visit my new features ans is a great way of easy and quick communication with fans. Re: Monitoring Tweets For Your Business 15 Years Ago by InsightsDigital Thanks for sharing! I hope other members share their success stories as well. GPT-4o mini - A Cheaper and Faster Alternative to GPT-4o 9 Months Ago by usmanmalik57 …, and negative sentiments, respectively. The following script selects the 100 tweets. ``` # Remove rows where 'airline_sentiment' or 'text' are NaN dataset = dataset… the average number of characters per tweet in these 100 tweets. ``` dataset['tweet_length'] = dataset['text'].apply(len) average_length = dataset['tweet_length'].mean… Claude 3 Opus Vs. Google Gemini Vs. GPT-4 for Zero-Shot Text Classification 1 Year Ago by usmanmalik57 … positive and negative sentiments. The following script selects 100 random tweets. ``` # Remove rows where 'airline_sentiment' or 'text' are NaN dataset = dataset…} ] ) return sentiment.content[0].text ``` We can pass all the tweets to the `find_sentiment_claude()` function and store the corresponding responses in… 4 Effective Ways to Drive More Traffic from Twitter 15 Years Ago by kpriya … giving you more exposure. Make sure that all your tweets are of high value, last tweet being the most … "#marketing", you will find a long list of tweets containing "#marketing" in them. So, including popular… hash tags in your tweets can give you lot of exposure. Few resources to find…