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LLM Benchmarks: MMLU, HumanEval, SWE-bench & GPQA

8 posts on llm benchmarks: mmlu, humaneval, swe-bench & gpqa — part of glossary on the n4n AI blog.

Why benchmark scores don't always predict real-world use

Why llm benchmark scores real world performance often diverges, and how to evaluate models for production systems instead of chasing leaderboard rankings.

July 28, 20265 min read

GlossaryDefinition

What is SWE-bench? Real-world coding tasks for LLMs

SWE-bench explained: real GitHub issues as LLM coding benchmarks, how evaluation works, and why it matters for agent development.

July 28, 20266 min read

GlossaryDefinition

What is MMLU? The multitask benchmark explained

MMLU explained: what it measures, how the 57-task benchmark works, why engineers use it for model selection, and where it falls short.

July 28, 20264 min read

GlossaryDefinition

HumanEval explained: how coding benchmarks work

A practical breakdown of the HumanEval benchmark — what it measures, how the evaluation works, and what the scores actually tell you about code generation quality.

July 28, 20265 min read

GlossaryHow-to

How to read an LLM model card's benchmark table

Learn to decode LLM model card benchmark tables — what the scores mean, which metrics matter for your use case, and how to spot red flags before you commit.

July 28, 20266 min read

GlossaryDefinition

GSM8K explained: grade-school math for LLMs

GSM8K benchmark explained — what it measures, how the 8.5K grade-school math problems work, why multi-step reasoning matters, and where the dataset falls short for evaluating modern LLMs.

July 28, 20265 min read

GlossaryDefinition

GPQA explained: graduate-level science questions for AI

GPQA benchmark explained: what the graduate-level science benchmark tests, how it works, why it matters for reasoning evaluation, and where it fits in your LLM eval stack.

July 28, 20268 min read

GlossaryDefinition

Chatbot Arena explained: how Elo ratings rank LLMs

Chatbot Arena uses pairwise Elo ratings from human preference votes to rank LLMs. Here's how the benchmark works, why it differs from static benchmarks, and what the scores actually mean.

July 28, 20266 min read