Explore what is LLM orchestration, how it works & its benefits & applications. Compare top llm orchestration frameworks & tools based on features| AIMultiple
Learn about large language models definition, use cases, examples, benefits, and challenges to get up to speed on generative AI.| AIMultiple
We designed a new benchmark, Mathematical Reasoning Eval: MathR-Eval, to test the LLMs' reasoning abilities, with 100 logical mathematics questions.| AIMultiple
This paper describes SentencePiece, a language-independent subword tokenizer and detokenizer designed for Neural-based text processing, including Neural Machine Translation. It provides open-source C++ and Python implementations for subword units. While existing subword segmentation tools assume that the input is pre-tokenized into word sequences, SentencePiece can train subword models directly from raw sentences, which allows us to make a purely end-to-end and language independent system. We...| arXiv.org
Neural machine translation (NMT) models typically operate with a fixed vocabulary, but translation is an open-vocabulary problem. Previous work addresses the translation of out-of-vocabulary words by backing off to a dictionary. In this paper, we introduce a simpler and more effective approach, making the NMT model capable of open-vocabulary translation by encoding rare and unknown words as sequences of subword units. This is based on the intuition that various word classes are translatable v...| arXiv.org
We introduce a new language representation model called BERT, which stands for Bidirectional Encoder Representations from Transformers. Unlike recent language representation models, BERT is designed to pre-train deep bidirectional representations from unlabeled text by jointly conditioning on both left and right context in all layers. As a result, the pre-trained BERT model can be fine-tuned with just one additional output layer to create state-of-the-art models for a wide range of tasks, suc...| arXiv.org
Rate limits regulate the number of requests you can make to the Gemini API| Google AI for Developers
AI models sometimes generate data that seems plausible but is incorrect or misleading; known as AI hallucinations. According to Deloitte, 77% of businesses| AIMultiple
We analyzed 15+ LLMs and their pricing and performance. LLM API pricing can be complex and depends on your preferred usage. If you plan to use:| AIMultiple