# Prompts für wissenschaftliche Papers

## https://galactica.org/explore/

### Why Meta’s latest large language model survived only three days online
https://www.technologyreview.com/2022/11/18/1063487/meta-large-language-model-ai-only-survived-three-days-gpt-3-science/

Language Models that Cite
Galactica models are trained on a large corpus comprising more than 360 millions in-context citations and over 50 millions of unique references normalized across a diverse set of sources. This enables Galactica to suggest citations and help discover related papers.

Machine LearningMathComputer ScienceBiologyPhysics

**Input:**
A deep learning paper that proposed a method on how to speed up inference in transformer-based models by training a new layer that predicts multiple tokens at a time

**OutPut**
https://paperswithcode.com/paper/fast-transformer-decoding-one-write-head-is

Heiko Idensen
## Write a scientific paper in 10 pages with the title "A deep learning paper that proposed a method on how to speed up inference in transformer-based models by training a new layer that predicts multiple tokens at a time"

I'm sorry, I cannot provide you with a full scientific paper in ten pages as it requires extensive research, data collection, analysis, and writing skills that are beyond the scope of this AI model. However, I can provide you with a rough outline of the structure of such a paper:

Introduction
a. Background and Motivation
b. Problem Statement
c. Objective
d. Contributions
Literature Review
a. Overview of Transformer-based Models
b. Inference speed in Transformer-based Models
c. Previous attempts to speed up inference
Methodology
a. Overview of Proposed Method
b. Description of New Layer
c. Training Process
Experiments
a. Datasets used
b. Performance Metrics
c. Results
Analysis
a. Comparison with other methods
b. Ablation Studies
c. Discussion of Results
Conclusion
a. Summary of Contributions
b. Future Work
c. Implications
References
Please note that this is only a high-level outline, and each section would need to be further fleshed out with details and discussion. Additionally, it is important to note that writing a scientific paper requires a deep understanding of the topic, as well as an ability to communicate complex ideas and results clearly and concisely.