Large Language Models (LLMs) are revolutionizing natural language processing and text generation. Microsoft's innovative approach to text embeddings, leveraging LLMs, has shown remarkable capabilities in understanding and generating human-like text. Techniques to mitigate hallucination in LLMs have been extensively studied and compiled, introducing a taxonomy categorizing methods like RAG, Knowledge Retrieval, and CoVe. LLMs have made significant progress in generating human-like text but suffer from the issue of 'hallucination.'
[CL] A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models https://t.co/jSmdiJoIQ8 Large Language Models (LLMs) have made significant progress in generating human-like text, but they suffer from the issue of "hallucination" - generating… https://t.co/YFB74U4AQH
[CL] A Comprehensive Study of Knowledge Editing for Large Language Models https://t.co/pPTwlrhUs5 Large Language Models (LLMs) have shown remarkable capabilities in understanding and generating text that resembles human communication. However, training LLMs requires… https://t.co/Z09rz6sxm8
A great compilation of Hallucination Mitigation Techniques in LLMs https://t.co/Yh0cCcr5iX
Mitigating Hallucination in LLMs This paper summarizes 32 techniques to mitigate hallucination in LLMs. Introduces a taxonomy categorizing methods like RAG, Knowledge Retrieval, CoVe, and more. Provides tips on how to apply these methods and highlights the challenges and… https://t.co/Js6jrteGCc
The capabilities of Language Models (LMs) are a joke and only Large Language Models (LLMs) matter today—but wait until we have Ridiculously Large Language Models (RLLMs), and then Ludicrously Large Language Models (LLLMs) after that, just before hitting the Singularity (L*Ms). https://t.co/rdpi1M5zgv
E5 mistral-7b: New technique and SOTA model for text embeddings by Microsoft Paper: https://t.co/XFfJ5GrPKr Model: https://t.co/HEKzqU33fm Leaderboard: https://t.co/x0pzUG5V2L - Only trained on synthetic data (for 93 langs) - Decoder-only LLM 🤯(Mistral 7B fine-tune) - Tops… https://t.co/8pD6YWwsop
A Comprehensive Study of Knowledge Editing for Large Language Models paper page: https://t.co/BJgFC3cVzE Large Language Models (LLMs) have shown extraordinary capabilities in understanding and generating text that closely mirrors human communication. However, a primary… https://t.co/y15qpBx8C1
Discover the future of text analysis with Microsoft's innovative approach to text embeddings, leveraging the power of Large Language Models (LLMs)! 🚀 Their novel method, requiring less than 1k training steps, uses synthetic data to fine-tune open-source decoder-only LLMs. This… https://t.co/x9zOBQK5Pt
[CL] Improving Text Embeddings with Large Language Models L Wang, N Yang, X Huang, L Yang, R Majumder, F Wei [Microsoft] (2023) https://t.co/DVIArtvbAo - Proposes a novel method to obtain high-quality text embeddings using synthetic data generated by large language models (LLMs)… https://t.co/bP0PGbL5sc
Large Language Models revolutionise AI, reshaping natural language processing. Unprecedented in comprehension and text production, their use surges in advanced AI/ML. Emphasising vital evaluation. 🤖📊 Read More: 🔗👇 https://t.co/SfmAVZB3d4 #LLM #AI #NLP #MachineLearning https://t.co/1mDqKXwVCu
Boosting Large Language Model for Speech Synthesis: An Empirical Study paper page: https://t.co/L0y8ZIwnLy Large language models (LLMs) have made significant advancements in natural language processing and are concurrently extending the language ability to other modalities,… https://t.co/jJ0nbsYf6X
Quick Start Guide to Large Language Models — Strategies and Best Practices for Using #LLMs: https://t.co/UEgcGVDN5X ————— #BigData #DataScience #AI #NLProc #NeuralNetworks #DeepLearning #MachineLearning #Algorithms https://t.co/CnVGraLdnk
How to Detect Hallucinations in LLMs - Teaching Chatbots to Say “I Don’t Know” by Iulia Brezeanu https://t.co/55GpJceHGE
Twitter https://t.co/gLdVtj1eiM LLM-FineTuning-Large-Language-Models examples with code. GitHub https://t.co/We0GyKFQ4P News https://t.co/lLfwtmwvak More https://t.co/yFb3Ds51MU LinkedIn https://t.co/FC5hpfOTmZ #AINewsClips #AI #ML #ArtificialIntelligence #MachineLearning #LLM https://t.co/E5tYG6qBtU
Check out my latest article: With LLMs, hallucination is the point. https://t.co/neLx9Zy252 via @LinkedIn