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Researchers find you don’t need a ton of data to train LLMs for reasoning tasks

https://venturebeat.com/ai/researchers-find-you-dont-need-a-ton-of-data-to-train-llms-for-reasoning-tasks/

With merely 817 curated training samples, LIMO achieves 57.1% accuracy on AIME and 94.8% on MATH, improving ...

... GRPOConfig, GRPOTrainer, get_peft_config, ModelConfig
import re, torch

# Load dataset from Hugging Face Hub
dataset_id = "Jiayi-Pan/Countdown-Tasks-3to4"
dataset = load_dataset(dataset_id, split="train")
# select a random subset of 50k samples
dataset = dataset.shuffle(seed=42).select(range ...

Dear Jimmy,

A CPU is able to do lots of different tasks. You can think of a CPU as a "wild horse", so powerful and at the same time risky as it has a lot of energy and many different actions that can be performed.

The idea of building a virtual machine is to reduce all those possibilites into a ...

https://x.com/jiayi_pirate/status/1882839370505621655

https://huggingface.co/datasets/Jiayi-P ... Tasks-3to4

https://t.co/UcGKN2SVGj

... DeepSeek released its new AI models, Janus-Pro and JanusFlow, which demonstrated exceptional performance in multimodal understanding and generation tasks, even surpassing OpenAI's DALL-E 3 and Stable Diffusion in certain benchmark tests. The low cost and high performance of DeepSeek's models have ...

... GoRightMost(), GoFirstEditCol(), HandleEvent(), HandleGesture(), GesturePan(): A massive category of internal helper methods used for various tasks like calculations, drawing, size adjustments, event handling, and data manipulation. They are not typically called directly by users but are ...

Hello João,
I use ps1 files for many tasks, especially for installing servers, and have automated many tasks with them.
You need to create the directory. You could use c:\temp, for example.
Best regards,
Otto

c:\fwh\samples\psfiles\

... using actuators to achieve specific goals . They use various forms of artificial intelligence to process information, make decisions, and perform tasks.

Key Characteristics of AI Agents :

Autonomy : AI agents operate without human intervention, making decisions based on their programming and ...

... and PHP-FPM mitigate this).
- **Performance**: While modern PHP versions (8.x) are faster, they may lag behind Node.js in handling asynchronous tasks and real-time applications.
- **Verbosity**: Some legacy PHP codebases can be less elegant compared to modern development paradigms.

---

### **2 ...

... for the clients I serve. That will certainly not be the right path for everyone. Many will benefit from the cloud. We all use it every day for some tasks.

I would suggest you study the needs of your clients, their internet capabilities, and what services they actually desire. Perhaps they should ...

... are often the same person who manages both the infrastructure and develops the application.

Nevertheless, it is crucial to separate these tasks and view each role with its own responsibilities to implement a comprehensive security strategy.

I have spent the last few weeks focusing heavily ...

... which can lead to some performance overhead.
Direct Output: The patcher approach can process code more efficiently because it handles specific tasks upfront rather than dynamically creating or modifying DOM elements at runtime.
User-Friendly Syntax:

Simplicity: The patcher approach offers a ...

... Code : Developers can maintain their usual workflows while benefiting from the advantages of your tool.

Faster Development Cycles :Automated Tasks: Automate recurring tasks like inserting headers or managing dependencies, speeding up the development process.

Templates and Macros : Simplify ...

Is there a sample how to do the same with Borland C ?

Having a PRG opened from vcode, press Ctrl+Shift+B. You will be prompted for a tasks.json. Use this one:

tasks.json
{
"version": "2.0.0",
"tasks": [
{
"label": "build and run",
"type": "shell",
"command": "c:/fwh/samples/buildh.bat ...

Dear Enrico,

Thanks again.
Your editor does exactly what I need in 97% of all cases.
The remaining 3% of tasks are usually very specific, requiring many settings options.

I don't think it would be economically justifiable to replicate all these functions.
Sometimes I just write a small program ...