Self-Play Mutual Reasoning: Enhancing Small Models Without Fine-Tuning

Self-Play Mutual Reasoning: Enhancing Small Models Without Fine-Tuning

MLNLP is a well-known machine learning and natural language processing community in China and abroad, covering NLP master’s and doctoral students, university teachers, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for the progress of … Read more

Unified Brain Circuit of LLMs? They Can Answer Fictional Questions Correctly

Unified Brain Circuit of LLMs? They Can Answer Fictional Questions Correctly

This article is reprinted from: Xi Xiaoyao Technology Talk Xi Xiaoyao Technology Talk Original Author | Xie Nian Nian Recently, the open-source model Llama3.1 went live, and its 405B model surprisingly surpassed the closed-source GPT-4o, becoming the most powerful model overnight! However, the top position was not warm for long. Just one day later, the … Read more

MiniCPM-2B Series Lightweight Model Surpasses Mistral-7B

MiniCPM-2B Series Lightweight Model Surpasses Mistral-7B

Source: Shizhi AI This article has 1838 words and suggests a 5-minute reading time. The Tsinghua NLP Laboratory and Mianbi Intelligent have released the MiniCPM-2B series lightweight model on the wisemodel.cn open-source community, which is considered a performance powerhouse, surpassing Mistral-7B and even outdoing many larger models like 13B and 33B, capable of running directly … Read more

Mistral: The Most Powerful Open Source Model

Mistral: The Most Powerful Open Source Model

Author: Jay Chou from Manchester Reviewer: Los Project Address: mistralai/mistral-src: Reference implementation of Mistral AI 7B v0.1 model This article aims to deeply analyze the key improvements of Mistral 7B and Mistral 8X7B. Mistral AI is an AI company co-founded in Paris by three former employees of DeepMind and Meta. In September 2023, Mistral AI … Read more

Core Technologies of Mistral Series Models Explained

Core Technologies of Mistral Series Models Explained

Author: Kevin Wu Jiawen, Master of Information Technology, Singapore Management UniversityHomepage: kevinng77.github.io/Disclaimer: This article is for sharing only, copyright belongs to the original author, infringement will be deleted upon private message!Original article: https://zhuanlan.zhihu.com/p/711294388 This article outlines the key information of the Mistral series models (Mistral 7B, Mixtral 8x7B, Mixtral 8x22B, Mistral Nemo, Mistral Large 2), … Read more

Minecraft Bedrock Edition Server Setup Guide

Minecraft Bedrock Edition Server Setup Guide

Setting Up a Minecraft (MC) Bedrock Edition (BE) Server on Windows Minecraft Bedrock Edition, also known as 我的世界基岩版, is another version of Minecraft. Minecraft Bedrock Edition can run on Win10, Android, iOS, Xbox, and Switch. Bedrock Edition cannot use Java Edition servers, and Java Edition cannot use Bedrock Edition servers. However, the Bedrock Edition versions … Read more

Daily English Sentence Analysis – Day 36

Daily English Sentence Analysis - Day 36

Hello everyone! Today we continue to tackle complex English sentences~ Every day we select the most important and representative sentences from past exams for detailed analysis. As long as you all persist in studying, it will greatly help improve your English skills. Join us from today! Today’s Example Sentence While Washington and Jefferson privately expressed … Read more

Overview of Latest Transformer Pre-training Models

Overview of Latest Transformer Pre-training Models

Reported by Machine Heart In today’s NLP field, we can see the success of “Transformer-based Pre-trained Language Models (T-PTLM)” in almost every task. These models originated from GPT and BERT. The technical foundations of these models include Transformer, self-supervised learning, and transfer learning. T-PTLM can learn universal language representations from large-scale text data using self-supervised … Read more

Bart: Seq2Seq Pre-training Model

Bart: Seq2Seq Pre-training Model

Follow the public account “ML_NLP“ Set as “Starred“, heavy content delivered first-hand! Recently, I have started using Transformer for some tasks, specifically recording related knowledge points to build a relevant and complete knowledge structure system. The following is the article I am going to write; this is the sixteenth article in this series: Transformer: The … Read more

Comprehensive Summary of Word Embedding Models

Comprehensive Summary of Word Embedding Models

Source: DeepHub IMBA This article is approximately 1000 words long and is recommended to be read in 5 minutes. This article will provide a complete summary of word embedding models. TF-IDF, Word2Vec, GloVe, FastText, ELMO, CoVe, BERT, RoBERTa The role of word embeddings in deep models is to provide input features for downstream tasks (such … Read more