Eval methodCodingExpert · 10 min

Assess GPT-5.2 coding proficiency using SWE-Bench Pro

SWE-Bench Pro evaluates GPT-5.2's real-world software engineering capabilities across multiple languages.

ChatGPTParaphrased
Method
A model is given a code repository and must generate a patch to solve a realistic software engineering task. SWE-Bench Pro tests four languages and aims to be more contamination-resistant, challenging, diverse, and industrially relevant than SWE-bench Verified.
Rubric

GPT-5.2 Thinking sets a new state of the art of 55.6% on SWE-Bench Pro. On SWE-bench Verified, GPT-5.2 Thinking scores a new high of 80%.

Example

This translates to more reliable debugging, feature implementation, and code refactoring with less manual intervention.

What it does and when to use it

SWE-Bench Pro is a benchmark for evaluating real-world software engineering tasks. GPT-5.2 Thinking achieves state-of-the-art performance, indicating improved reliability in debugging, implementing features, and refactoring code with reduced manual effort.

Why it works

SWE-Bench Pro challenges models with realistic software engineering tasks across multiple languages, providing a robust measure of their ability to generate effective code patches.

Sources and credit

First seen on Subvolts Dec 10, 2025. Updated Sep 11, 2026. Spotted a problem? Tell us.

Where it shows up
Terms used

SWE-Bench Pro

Related in the PlaybookPlaybook →

The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.

Questions people ask

Which AI tools does this work with?
The sources used it with ChatGPT.
Where did this come from?
OpenAI (OpenAI News). Subvolts collected, normalized and credited it; the link above opens the original.