Legal modelThe advent of artificial intelligence (AI) has significantly impacted the traditional judicial industry. Moreover, recently, with the development of AI-generated content (AIGC), AI and law have found applications in various domains, including image recognition, automatic text generation, ...
按照上面的思路,下面进行Scaling Law的实操。 首先准备充足的数据(例如1T),设计不同模型参数量的小模型(例如0.001B - 1B),独立训练每个模型,每个模型都训练到基本收敛(假设数据量充足)。根据训练中不同模型的参数和数据量的组合,收集计算量与模型性能的关系。然后可以进一步获得计算效率最优时,即同样计算量下性能最...
语言模型(Language Model,LM)目标就是建模自然语言的概率分布。词汇表V 上的语言模型,由函数P(w1w2...wm) 表示,可以形式化地构建为词序列w1w2...wm 的概率分布,表示词序列w1w2...wm 作为一个句子出现的可能性大小。由于联合概率P(w1w2...wm) 的参数量十分巨大,直接计算P(w1w2...wm) 非常困难。按照《...
AI时代,大语言模型(Large Language Model,LLM)横行。 早在2020年,OpenAI就曾在一篇论文中提出一个定律:Scaling law。这个定律指的是大模型的最终性能主要与计算量、模型参数量和训练数据量三者的大小相关,而与模型的具体结构(层数/深度/宽度)基本无关。 此后,OpenAI在AI界风生水起,很多初创公司甚至科技巨头都将这...
we already had over 150 technologists and data scientists working on large language models – but we pulled more resources from around the business to focus on GPT. The first thing we did was go out and talk to our customers, to find out what they want from a large com...
Do large language models work? Yes, large language models work! These artificial intelligence systems havealready passedthebar exam, as well as engineering and doctoral exams. While the bachelor of laws title is still exclusive to humans, technically speaking, current AI could hold a law degree....
A large language model (LLM) is an advanced AI algorithm using deep learning and vast data to read, understand, summarize, recognize, translate, and generate content in different languages with remarkable accuracy. These models are trained on massive datasets, encompassing billions ...
This study explores the use of Large Language Models (LLMs), specifically GPT-4, in analysing classroom dialogue—a key task for teaching diagnosis and quality improvement. Traditional qualitative methods are both knowledge- and labour-intensive. This research investigates the potential of LLMs to ...
While large language models (LLMs) have showcased impressive capabilities, they struggle with addressing legal queries due to the intricate complexities and specialized expertise required in the legal field. In this paper, we introduce InternLM-Law, a specialized LLM tailored for addressing diverse leg...
In this paper, we introduce the Law Large Language Model (LawLLM), a multi-task model specifically designed for the US legal domain to address these challenges. LawLLM excels at Similar Case Retrieval (SCR), Precedent Case Recommendation (PCR), and Legal Judgment Prediction (LJP). By ...