区块扩散:在自逆向和扩散语言模型之间进行互联
Marianne Arriola1, Aaron Kerem Gokaslan1, Justin T Chiu2
1Cornell Tech, NY, USA.
概括
区块扩散语言模型克服了自回归和扩散模型的局限性,使灵活的长度生成和提高效率成为可能. 这种新方法在语言建模基准中实现了最先进的性能.
科学领域:
- 人工智能的人工智能
- 自然语言处理自然语言处理.
- 机器学习 机器学习
背景情况:
- 扩散语言模型提供并行生成和可控制性,但在概率建模和固定长度输出方面存在困难.
- 自动回归模型的概率很高,但缺乏并行化和灵活性.
研究的目的:
- 引入区块扩散语言模型,以弥合离散拒绝扩散和自动回归模型之间的差距.
- 解决现有模型的局限性,使灵活的长度生成和更高的推理效率.
主要方法:
- 开发了一种新的区块扩散语言模型类型.
- 提出了一个培训配方,包括高效的算法,梯度方差估计器和数据驱动的噪声时间表.
- 实现了KV缓存和并行令牌采样,以改善推理.
主要成果:
- 区块扩散模型在语言建模基准上实现了最先进的性能.
- 证明了灵活长度生成能力,克服了固定长度限制.
- 与之前的扩散模型相比,展示了较好的推断效率.
结论:
- 区块扩散代表了扩散语言模型的重大进步.
- 提出的方法允许有效的培训和灵活的,高性能语言生成.
- 代码,模型重量和更多细节可在项目页面上找到.
相关概念视频
Physiological Pharmacokinetic Models: Blood Flow-Limited Versus Diffusion-Limited Models
397
Physiological pharmacokinetic models, often called flow-limited or perfusion models, typically assume a swift drug distribution between tissue and venous blood, creating a rapid drug equilibrium. This premise is based on the idea that drug diffusion is extremely fast, and the cell membrane presents no barrier to drug permeation. In this scenario, where no drug binding occurs, the drug concentration in the tissue equals that of the venous blood leaving the tissue. This greatly simplifies the...
397
Diffusion
6.9K
Diffusion is a type of passive transport. In passive transport, a substance tends to move from an area of high concentration to an area of low concentration until the concentration is equal across the space. For example, take the diffusion of substances through the air. When someone opens a perfume bottle in a room filled with people, the perfume is at its highest concentration in the bottle and is at its lowest at the edges of the room. The perfume vapor will diffuse, or spread away, from the...
6.9K
Diffusion
224.3K
Diffusion is the passive movement of substances down their concentration gradients—requiring no expenditure of cellular energy. Substances, such as molecules or ions, diffuse from an area of high concentration to an area of low concentration in the cytosol or across membranes. Eventually, the concentration will even out, with the substance moving randomly but causing no net change in concentration. Such a state is called dynamic equilibrium, which is essential for maintaining overall...
224.3K
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
299
Pharmacokinetic models are mathematical constructs that represent and predict the time course of drug concentrations in the body, providing meaningful pharmacokinetic parameters. These models are categorized into compartment, physiological, and distributed parameter models.
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
299
Theories of Dissolution: Diffusion Layer Model
2.0K
Dissolution, the process by which drug particles dissolve in a solvent, is explained by the diffusion layer model, a theoretical framework that simulates the absorption of oral drugs and allows us to analyze experimental data.
This process starts with a thin layer, saturated with the drug, forming at the interface between the solid and liquid. The solute then diffuses from this layer into the main solution. The Noyes-Whitney equation suggests that the rate of dissolution relies on the diffusion...
This process starts with a thin layer, saturated with the drug, forming at the interface between the solid and liquid. The solute then diffuses from this layer into the main solution. The Noyes-Whitney equation suggests that the rate of dissolution relies on the diffusion...
2.0K
Theories of Dissolution: The Danckwerts' Model and Interfacial Barrier Model
876
Various dissolution theories provide insight into the factors that influence the dissolution rate. Danckwerts' Model suggests that turbulence, rather than a stagnant layer, characterizes the dissolution medium at the solid-liquid interface. In this model, the agitated solvent contains macroscopic packets that move to the interface via eddy currents, facilitating the absorption and delivery of the drug to the bulk solution. The regular replenishment of solvent packets maintains the...
876

