---
title: "Meaning & Key Takeaway of: There are no surprising facts, only…"
description: "\"There are no surprising facts, only models that are surprised by facts; and if a model is surprised by the facts, it is no credit to that model.\" — Eli..."
image: "https://sms4smile.com/quotes/i/744/eliezer-yudkowsky-1207_credit_there-are-no-surprising-facts-only-model_1353462.png"
---

#  There are no surprising facts, only models that are…

![“There are no surprising facts, only models that are surprised by facts; and if a model is surprised by the facts, it is no credit to that model.” quote by Eliezer Yudkowsky](https://sms4smile.com/quotes/i/744/eliezer-yudkowsky-1207_credit_there-are-no-surprising-facts-only-model_1353462.png)   [Download](https://sms4smile.com/quotes/i/744/eliezer-yudkowsky-1207_credit_there-are-no-surprising-facts-only-model_1353462.png) [Open image](https://sms4smile.com/quotes/i/744/eliezer-yudkowsky-1207_credit_there-are-no-surprising-facts-only-model_1353462.png)

> “There are no surprising facts, only models that are surprised by facts; and if a model is surprised by the facts, it is no credit to that model.”

[Eliezer Yudkowsky](https://sms4smile.com/quotes/author/eliezer-yudkowsky/)

## About This Quote

This interpretation was drafted with AI assistance. It is one reading of the quote, not the author's own explanation.

Models only predict; they do not experience surprise. Credit belongs to accurate models, not to the surprise they feel.

**In simple terms:** Models predict, they don’t feel surprise.

Key Takeaway

Focus on model accuracy over emotional reaction.

Themes

prediction accuracy model evaluation surprise credit

Mood

analytical critical

Type

technical philosophical

When to use this quote

- machine learning research
- data analysis
- decision making

Key Concepts

epistemology AI statistics

Questions to Reflect On

- How do you measure model success?
- When is surprise useful?

A Different Perspective

Surprise can indicate model misspecification, not merit.

★ ★ ★ ★ ★   No ratings yet

[Credit](https://sms4smile.com/quotes/about/credit/) [Facts](https://sms4smile.com/quotes/about/facts/)

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