Evaluating OpenAI GPT 4.1 for Text Summarization and Classification Tasks Programming Computer Science by usmanmalik57 …in scores.items()} ``` Next, we will define the `summarize_articles_with_model()` function, which accepts the LLM…, dtype: int64 ``` Next, we will define the `find_sentiment()` function, which accepts the client…/4/dd482407ef915240b1d2a832c6614a8f.png) Next, we will define the `find_research_category()` function, which accepts the… 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. DeepSeek R1 vs Llama 3.1-405b for Text Classification and Summarization Programming Computer Science by usmanmalik57 …Name: count, dtype: int64 ``` Finally, we define the `predict_sentiment()` function, which accepts the model …/4/47f18ce233e086d72dd0afa70fc2ec3c.png) Next, we will define the `calculate_rouge()` that accepts the human-… in scores.items()} ``` Finally, we will define the `generate_summary()` function, which generates the summaries… Benchmarking DeepSeek R1 for Text Classification and Summarization Programming Computer Science by usmanmalik57 … positive 33 negative 33 Name: count, dtype: int64 ``` We will define the `predict_sentiment()` function that predicts the sentiment of a single…://static.daniweb.com/attachments/4/4e8e138188cc1e1446ff5fb681295005.png) Next, we will define the `generate_summary()` function, which generates a summary of the news… Text Classification and Summarization with DeepSeek R1 Distill Llama 70B Programming Computer Science by usmanmalik57 …` client and pass it your Groq API key. Next, we define the `generate_response()` function, which accepts the system instructions and the… Re: Best way to find a segment of code that matches a given input segment? Programming Software Development by Dani … a list of 1000 articles articles = [article1, article2, ..., article1000] 2. Define the target article target_article = articleX // The article to compare against… 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() . … 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: Are SaaS & Cloud Computing Interchangeable Terms? Community Center by peol Cloud computing and SaaS (Software as a Service) are not interchangeable terms. Cloud computing includes IaaS, PaaS, and SaaS services that provide computing resources over the Internet. Essentially, SaaS is a subset of cloud computing where users access software applications online without managing infrastructure. #define ID_...? Programming Software Development by kv79 #define ID_FILE_EXIT 40001 #define ID_FILE_OPEN 40002 And all other things like this which have these number .Which number i can use for my own ID 's ? And where i can find all of this? I try a MSND but it took me too much time so i ...? Define script to parse logs for keywords a Hardware and Software Linux and Unix by dihmen Define script to parse logs for keywords a define linked list called students in data struct C++ Programming Software Development by Sdam define linked list called student name number address and the following … Define blog, article & press release? Digital Media by webguru_1 Define blog, article & press release? #define Programming Software Development by pooh1234qwerty #include<stdio.h> #define CH char*; int main(){ CH a,b; printf("%d %d\n",sizeof(a),sizeof(b)); return 0; } here the o/p is 4 1. why isnt b also of type char*..?? Re: #define ID_...? Programming Software Development by kv79 … who will give me information what numbers are enable to define but not to have a warning how i had a… might know how to use this. Where he finds this? #define ID_FILE_EXIT 40001 #define ID_FILE_OPEN .... Re: #define ID_...? Programming Software Development by Nick Evan You can use any number for your own ID's [CODE]#define MY_ID 40001[/CODE] This means that MY_ID = 40001, not that 40001 = MY_ID. [QUOTE]I try a MSND but it took me too much time so i ...?[/QUOTE] So you ...? Niek Re: #define ID_...? Programming Software Development by kv79 … can use any number for your own ID's [CODE]#define MY_ID 40001[/CODE] This means that MY_ID = 40001, not that… Re: #define inside enum. Programming Software Development by amala.123 …memp_std.h" MEMP_MAX } memp_t; > as #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, typedef enum …definition of the the symbol LWIP_MEMPOOL as `#define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name…gt; so the actual code listing typedef enum { #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, #include … Re: #define inside enum. Programming Software Development by amala.123 …0; } c.h file is: #define RED 10 #define GREEN 20 #define BLUE 30 So from my understanding, …PINK }; But in the example of memory pools #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, typedef …no comma here since we normally dnt use with define typedef enum { #include "lwip/memp_std.h&… Re: #define or const? Programming Software Development by Dave Sinkula …which one is better? when should i use [COLOR=Green]#define[/COLOR] or [COLOR=Black]const[/COLOR]? for example when … declare a hexadecimal (0x01), should i use [COLOR=Green]#define [/COLOR]or [COLOR=Black]const[/COLOR]?[/QUOTE]It depends. …its value may take more time. A [FONT=Courier New]#define[/FONT] will, as per the example you have shown,… #define in c# Programming Software Development by Bugz … in C, I write something like this: [CODE] #define meaningFullName 1234 var_name = meaningFullName; /* this should be more … so I can't use a header file. [CODE] #define DEBUG /* DEBUG = true */ #if DEBUG do_something(); /* …be executed */ [/CODE] So, how do I define symbolic constants in c# as I am used to … Re: #define inside enum. Programming Software Development by Banfa …I personally would write this typedef enum { #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name,…lwip/memp_std.h" MEMP_MAX } memp_t; as #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, typedef enum…so the actual code listing typedef enum { #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, #… Define Menu Foxpro 2.6a Programming Software Development by jappy512 … PROGRAM 1" acti wind menu1 DEFINE MENU menubar IN WINDOW menu1 DEFINE PAD filepad OF menubar PROMPT '\<File…OF menubar ACTIVATE POPUP file DEFINE POPUP file MARGIN RELATIVE SHADOW COLOR SCHEME 4 DEFINE BAR 1 OF file PROMPT …'Log Out' DEFINE BAR 2 OF file PROMPT … #define directive problem Programming Software Development by I_m_rude …() for(;b<c;b++) #define print(a) printf("%d ",a); int main() { ............ ...........… way. But, when I change the #define statement in this way, #define loop(b,c) for(b=0;b…. just difference is the b=0 in the #define, lthoguh i have initialized i and j in the… Define() Constant inside mysql connection string probelm Programming Web Development by mbarandao …('../../../datalogin.php'); if (!defined('DEFAULT_HOST')) define('DEFAULT_HOST','localhost'); if (!defined('DEFAULT_USER')) define('DEFAULT_USER',$account_user); if (!defined('DEFAULT_PASS')) define('DEFAULT_PASS',$account_pass); if (!defined('DEFAULT_DB… Re: #define inside enum. Programming Software Development by amala.123 …of memp_std.h, memp_std.h does not #define anything. When you define an enum normally you have a [icode],[/icode… requirement. The comma at the end of [icode]#define LWIP_MEMPOOL[/icode] is this comma. You last proposal …of writing [icode]#define LWIP_MEMPOOL[/icode] without the [icode],[/icode] will not compile… Re: #define inside enum. Programming Software Development by Banfa … is what I gave in my first post) [code] #define LWIP_MEMPOOL(name,num,size,desc) MEMP_##name, typedef enum { …code] [list=1] [*]Read line 1: it is a #define, remember the definition and remove it from the code. [*]Read…substitution the [icode],[/icode] at the end of [icode]#define LWIP_MEMPOOL[/icode] is inserted into the code passed to …