GPT4All：壓縮語言模型開源生態系統

摘要

近年來，大型語言模型（LLMs）已在各種專業和學術基準上實現了人類水平的表現。這些模型的可訪問性遠遠落後於其性能。最先進的LLMs需要昂貴的基礎設施；僅通過速率限制、地理鎖定和審查的網絡界面進行訪問；並且缺乏公開可用的代碼和技術報告。在本文中，我們講述了GPT4All的故事，這是一個旨在使LLMs的訪問民主化的流行開源存儲庫。我們概述了原始GPT4All模型系列的技術細節，以及GPT4All項目從單一模型發展為完整的開源生態系統的演變。我們希望本文既作為原始GPT4All模型的技術概述，也作為GPT4All開源生態系統隨後增長的案例研究。

English

Large language models (LLMs) have recently achieved human-level performance on a range of professional and academic benchmarks. The accessibility of these models has lagged behind their performance. State-of-the-art LLMs require costly infrastructure; are only accessible via rate-limited, geo-locked, and censored web interfaces; and lack publicly available code and technical reports. In this paper, we tell the story of GPT4All, a popular open source repository that aims to democratize access to LLMs. We outline the technical details of the original GPT4All model family, as well as the evolution of the GPT4All project from a single model into a fully fledged open source ecosystem. It is our hope that this paper acts as both a technical overview of the original GPT4All models as well as a case study on the subsequent growth of the GPT4All open source ecosystem.

GPT4All：壓縮語言模型開源生態系統

GPT4All: An Ecosystem of Open Source Compressed Language Models

摘要

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