---
title: "The Brittle Compass: Navigating LLM Prompt Sensitivity in Slovak Migration Media Discourse"
source: "arXiv AI/CL/LG（论文）"
source_tier: "t2"
url: "https://arxiv.org/abs/2611.01219v1"
permalink: "https://feed.astralor.com/items/itm_76c6a2afb80fdc8fae5406a2"
published: "2026-10-31T19:41:05.000Z"
score: 52
channel: "ai"
tags: ["LLM","The Brittle Compass","Navigating LLM Prompt","Sensitivity","Slovak Migration Media","Discourse","Slovak","Our"]
---

# The Brittle Compass: Navigating LLM Prompt Sensitivity in Slovak Migration Media Discourse

## At a glance

In this work, we present a case study that explores various tasks centered around the topic of migration in Slovak, a low-resource language, such as topic relevance and geographical relevance classification, and migrati…

## Key points

- In this work, we present a case study that explores various tasks centered around the topic of migration in Slovak, a low-resource language, such as topic relevance and geographical relevance classification, and migrati…
- Our results demonstrate that native (Slovak) prompts yield a modest, task-dependent gains, while large models show significant robustness to prompt variations compared to their smaller counterparts.
- Analysis reveals that instructions (system or task) emerge as the most critical prompt component, more so than the examples sections, with task-specific performance benefits being more pronounced than overall language e…

## Full text

In this work, we present a case study that explores various tasks centered around the topic of migration in Slovak, a low-resource language, such as topic relevance and geographical relevance classification, and migration source/destination location term extraction. Our results demonstrate that native (Slovak) prompts yield a modest, task-dependent gains, while large models show significant robustness to prompt variations compared to their smaller counterparts. Analysis reveals that instructions (system or task) emerge as the most critical prompt component, more so than the examples sections, with task-specific performance benefits being more pronounced than overall language effects.

---

Verify against the original before citing; curated by Astral Feed: https://feed.astralor.com/items/itm_76c6a2afb80fdc8fae5406a2