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AI Agents · Lesson

Benchmark Suites: SWE-Bench, GAIA, ToolBench

Public benchmarks for coding agents (SWE-Bench), general assistants (GAIA), and tool use (ToolBench).

Public Benchmarks

For comparing models and frameworks across teams, public benchmarks are essential. They cover common agent capabilities:

  • SWE-Bench — software engineering tasks
  • GAIA — general assistant tasks
  • ToolBench / BFCL — tool use
  • WebArena — browser navigation

SWE-Bench

SWE-Bench tests whether an agent can solve real GitHub issues:

  • 2294 real issues from popular Python repos
  • The agent must produce a patch that passes all hidden tests
  • Top frontier agents now solve 50-70% (was <5% in 2023)

All lessons in this course

  1. Eval-Driven Development for Agents
  2. Building a Golden Test Set
  3. LLM-as-a-Judge Pitfalls
  4. Benchmark Suites: SWE-Bench, GAIA, ToolBench
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