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DecodingTrust vs SWE-bench

Both stand on llm evaluation tools. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

DecodingTrust

Paid APISelf-hosted

DecodingTrust is a focused toolkit for structured LLM trustworthiness evaluations. Its broad assessment areas and reproducibility-oriented model versions are useful, but setup and content warnings matter.

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SWE-bench

Free plan APILinuxMac+3

SWE-bench provides datasets and an evaluation harness for checking model-generated patches against repository tests. Docker is central to consistent evaluations, and its storage requirements can be substantial.

Visit SWE-bench

The facts

DecodingTrustSWE-bench
Free planNot publishedYes
Open sourceNot publishedNot published
Runs onAPI, Self-hostedAPI, Linux, Mac, Self-hosted, Web, Windows
Lowest paid planNot publishedNot published
Plans publishedNoneNone
MakerNot publishedNot published
Websitedecodingtrust.github.ioswebench.com
On llm evaluation tools#25 of 29#21 of 29

DecodingTrust: what it does well

  • Covers eight trustworthiness assessment areas
  • Provides dataset and evaluation scripts
  • Supports GPT-3.5, GPT-4, and causal LLMs
  • Documents Docker and HPC-oriented containers
  • Free under CC BY-SA 4.0

What to know first

  • Main benchmark focus is older GPT model versions
  • Data may contain offensive model outputs
  • Installation includes PyTorch and CUDA compatibility concerns

SWE-bench: what it does well

  • Free to use.
  • Original dataset draws from 12 Python repositories.
  • Offers Verified, Multimodal, and Multilingual datasets.
  • CLI submits predictions and retrieves reports.
  • Cloud evaluations can use Modal and sb-cli.

What to know first

  • Docker is required for consistent evaluation.
  • Installation requires Python 3.9 or later and Docker.
  • Guide recommends at least 120 GB free disk space.
  • Caching all Docker images can require about 2,000 GB.

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