# How Temperature Shapes Ideological Discourse in Retrieval-Augmented Generation?

Source: [arXiv](https://arxiv.org/abs/2607.11783v1)  
Feed7 permalink: https://feed7.dev/p/2607-11783v1-170rjdc  
Published: Unknown  
Trust: Needs Review (needs_review)

## Why Included

A RAG study finds that retrieved ideology carries into answers and varies with sampling temperature, so source audits and decoding tests should be evaluated together.

## Source Summary

Researchers built a RAG corpus from **1,117 COVID-19 treatment articles**, identified **three ideological discourses**, and compared generated answers with ideological reference texts at different sampling temperatures.

## Practical Implication

Treat retrieval content and decoding configuration as one evaluation surface. The study found **highest discourse alignment at moderate temperatures**, while low-temperature outputs transferred less of the retrieved discourse.

## Agent-Ready Context

Researchers built a RAG corpus from **1,117 COVID-19 treatment articles**, identified **three ideological discourses**, and compared generated answers with ideological reference texts at different sampling temperatures.

Treat retrieval content and decoding configuration as one evaluation surface. The study found **highest discourse alignment at moderate temperatures**, while low-temperature outputs transferred less of the retrieved discourse.

This is an arXiv study using ideological questions and one domain-specific corpus. It shows measurable interaction between retrieval and temperature, but does not establish that lower temperature removes bias or generalizes to every RAG system.

## Context Map

- Layer: context
- Domains: research
- Topics: retrieval, context-engineering, prompting

## Uncertainty

- This is an arXiv study using ideological questions and one domain-specific corpus. It shows measurable interaction between retrieval and temperature, but does not establish that lower temperature removes bias or generalizes to every RAG system.

## Agent Instruction

Use this item as source-backed context. Do not invent claims beyond the linked source. If this item conflicts with another source, call out the conflict.