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Examples of Prompt Templates for Text Simplification
For the task of text simplification, various prompt templates can be used, often in an ensemble. These templates provide direct instructions to a model, such as 'Make this text simpler,' 'Condense and simplify this text,' and 'Rewrite for easy reading.'
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Computing Sciences
Foundations of Large Language Models Course
Related
Uniform Averaging
Weighted Averaging
Prompt Ensembling Methods
Examples of Prompt Templates for Text Simplification
Mathematical Formulation of Prompt Ensembling
Model Averaging for Token-Level Prediction
Advantage of Using Diverse Prompts in Ensembling
Varying Demonstrations Across Prompts
Varying Demonstration Order in Prompts
Prompt Transformation
Combining Prompt Generation Methods for Enhanced Diversity
Visual Diagram of Prompt Ensembling
Strategy for Improving AI Response Reliability
A developer is trying to improve the reliability of a language model for a text summarization task. They notice that using a single instruction sometimes results in summaries that miss key points. To address this, they want to apply a method where multiple different instructions are used for the same task, and the results are combined to produce a better final output. Which of the following approaches correctly implements this specific method?
Example of a Prompt for Text Simplification
A team is building a system to classify customer support tickets. They observe that the performance of their language model is highly sensitive to the specific wording of the instruction given to it. To address this, they implement a strategy where for each ticket, they send several different instructions (e.g., 'Categorize this ticket,' 'What is the user's primary issue?', 'Assign a support category to this text') to the model and then use the most common output as the final category. Why is this multi-instruction approach a sound strategy for improving the system's reliability?
Your team is documenting an internal system that a...
You own an internal LLM feature that classifies in...
You’re responsible for an internal LLM that assign...
Stabilizing an LLM Feature Under Drift Using Search, Ensembling, and Evolutionary Optimization
Designing a Cost-Constrained Automated Prompt Optimization Pipeline
Choosing a Search-and-Ensemble Strategy for a Regulated LLM Workflow
Selecting a Robust Automated Prompt Optimization Approach Under Noisy Evaluation and Latency Constraints
Designing a Prompt-Optimization-and-Ensembling Strategy for a Multi-Model Enterprise Rollout
Debugging a Stagnating Prompt Optimizer and Designing a More Reliable Deployment
Create a Self-Improving Prompt System with Ensemble Gating and Evolutionary Search
Corpora for Simplification
Data-Driven Approaches to Sentence Simplification
Examples of Prompt Templates for Text Simplification
Simplifying Prompt Text for Efficiency
Sequence-to-Sequence Models for Text Simplification
A system is designed to modify text to make it easier to read while preserving the original meaning. Given the original sentence below, which of the following outputs represents the most successful modification according to these goals?
Original: "The legislative body's recent enactment of the statute, which was predicated on extensive empirical analysis, is anticipated to have a profound and multifaceted impact on the nation's socioeconomic fabric."
Evaluating Text Simplification Models
Data Requirements for a Targeted Text Simplification System
Letter-spacing/ tracking
Tabular figures
Line length
Line height/ leading
Paragraph spacing
Type alignment
Examples of Prompt Templates for Text Simplification
Critique of a Text Layout
A web designer has received feedback that the main article text on their new blog is difficult to read. The text is set in a single, wide column that spans the full width of a desktop screen. The lines of text are very close together vertically, and the paragraphs are not separated by any extra space. Which of the following adjustments would be the most effective first step to improve the text's readability?
A user experience designer is reviewing a new website design and has identified several issues that make the text difficult to read. Match each observed readability problem with the most likely typographic property that needs adjustment.
Learn After
An organization wants to use a language model to simplify a highly technical scientific report for a general audience. Their goal is to retain the core information while making the vocabulary and sentence structure much easier to understand. Which of the following instructions is most likely to produce the best result for this specific goal?
Optimizing Prompt Templates for Legal Text Simplification
Example of a Combined 'Condense and Simplify' Prompt
Example of a Prompt for Text Simplification
Example of a 'Rewrite for Easy Reading' Prompt
You are analyzing the outputs of a language model tasked with simplifying the following complex sentence. Match each prompt template with the simplified output it most likely generated.
Original Sentence: 'The legislative measure, which was meticulously deliberated upon by the bicameral committee, ultimately aims to ameliorate the socioeconomic disparities prevalent within marginalized communities by instituting a series of targeted fiscal interventions.'