LoRA Land: 310 Fine-tuned LLMs that Rival GPT-4, A Technical Report

1 code implementation • 29 Apr 2024 • Justin Zhao, Timothy Wang, Wael Abid, Geoffrey Angus, Arnav Garg, Jeffery Kinnison, Alex Sherstinsky, Piero Molino, Travis Addair, Devvret Rishi

LoRAX powers LoRA Land, a web application that hosts 25 LoRA fine-tuned Mistral-7B LLMs on a single NVIDIA A100 GPU with 80GB memory.

CLSE: Corpus of Linguistically Significant Entities

1 code implementation • 4 Nov 2022 • Aleksandr Chuklin, Justin Zhao, Mihir Kale

Using the CLSE's entities and a small number of human translations, we create a linguistically representative NLG evaluation benchmark in three languages: French (high-resource), Marathi (low-resource), and Russian (highly inflected language).

nlg evaluation Text Generation

Using Machine Translation to Localize Task Oriented NLG Output

no code implementations • 9 Jul 2021 • Scott Roy, Cliff Brunk, Kyu-Young Kim, Justin Zhao, Markus Freitag, Mihir Kale, Gagan Bansal, Sidharth Mudgal, Chris Varano

One of the challenges in a task oriented natural language application like the Google Assistant, Siri, or Alexa is to localize the output to many languages.

Domain Adaptation Machine Translation +1