Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models
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Abstract (arXiv)
We introduce Jais and Jais-chat, new state-of-the-art Arabic-centric foundation and instruction-tuned open generative large language models (LLMs). The models are based on the GPT-3 decoder-only architecture and are pretrained on a mixture of Arabic and English texts, including source code in various programming languages. With 13 billion parameters, they demonstrate better knowledge and reasoning capabilities in Arabic than any existing open Arabic and multilingual models by a sizable margin, based on extensive evaluation. Moreover, the models are competitive in English compared to English-centric open models of similar size, despite being trained on much less English data. We provide a detailed description of the training, the tuning, the safety alignment, and the evaluation of the models. We release two open versions of the model -- the foundation Jais model, and an instruction-tuned Jais-chat variant -- with the aim of promoting research on Arabic LLMs. Available at https://huggingface.co/inception-mbzuai/jais-13b-chat
Key facts. Cited by 68 papers in the map (data through 7 Oct 2026). Builds on 79 of its 119 references that are in the map. First posted on arXiv 30 Aug 2023.
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References · 79
- 2017Attention Is All You Needcited by 59,932
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2020Language Models are Few-Shot Learnerscited by 32,199
- 2023GPT-4 Technical Reportcited by 18,132
- 2022Training language models to follow instructions with human feedbackcited by 15,712
- 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
- 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
- 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
- 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,865
- 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,302
- 2020Measuring Massive Multitask Language Understandingcited by 7,768
- 2020Scaling Laws for Neural Language Modelscited by 6,411
38 more
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- 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,304
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- 2021RoFormer: Enhanced Transformer with Rotary Position Embeddingcited by 4,581
- 2019HellaSwag: Can a Machine Really Finish Your Sentence?cited by 4,018
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- 2021TruthfulQA: Measuring How Models Mimic Human Falsehoodscited by 2,919
- 2015Neural Machine Translation of Rare Words with Subword Unitscited by 2,898
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- 2022Self-Instruct: Aligning Language Models with Self-Generated Instructionscited by 2,674
- 2020The Pile: An 800GB Dataset of Diverse Text for Language Modelingcited by 2,346
- 2019BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questionscited by 2,140
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- 2020GLU Variants Improve Transformercited by 1,724
- 2019fairseq: A Fast, Extensible Toolkit for Sequence Modelingcited by 1,486
- 2021Multitask Prompted Training Enables Zero-Shot Task Generalizationcited by 1,462
- 2021Scaling Language Models: Methods, Analysis & Insights from Training Gophercited by 1,199
- 2019Cross-lingual Language Model Pretrainingcited by 1,088
- 2021Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolationcited by 1,085
- 2018Model Cards for Model Reportingcited by 1,068
- 2015Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading Bookscited by 1,041
- 2022Large Language Models Are Human-Level Prompt Engineerscited by 1,020
- 2021Ethical and social risks of harm from Language Modelscited by 957
- 2022Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Taskscited by 858
- 2017RACE: Large-scale ReAding Comprehension Dataset From Examinationscited by 851
- 2022GLM-130B: An Open Bilingual Pre-trained Modelcited by 837
- 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data, and Web Data Onlycited by 755
- 2020CrowS-Pairs: A Challenge Dataset for Measuring Social Biases in Masked Language Modelscited by 703
- 2019Compressive Transformers for Long-Range Sequence Modellingcited by 699
- 2023Instruction Tuning with GPT-4cited by 676
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