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@Lanzelot1 Lanzelot1 commented Dec 9, 2025

Summary

  • Add comprehensive benchmark framework for evaluating ACE performance
  • Support 14 benchmark datasets (FiNER, GSM8K, MMLU, HellaSwag, ARC, SWE-Bench, etc.)
  • Implement train/test split with overfitting prevention for rigorous evaluation
  • Add Docker containerization for reproducible benchmark execution
  • Include specialized evaluation environments for different task types
  • Add 33 new processor tests for data transformation validation

Changes

  • New: tests/test_processors.py - comprehensive tests for all data processors
  • Updated: CLAUDE.md - dedicated benchmarking section with commands
  • Updated: README.md - added benchmarking to features list
  • Removed: scripts/explain_ace_performance.py (broken script using removed module)

Test plan

  • Run test suite: uv run pytest tests/test_benchmarks.py tests/test_processors.py (48 tests pass)
  • Verify benchmark list: uv run python scripts/run_benchmark.py list
  • Test baseline mode: uv run python scripts/run_benchmark.py simple_qa --limit 5 --skip-adaptation
  • Test comparison mode: uv run python scripts/run_benchmark.py simple_qa --limit 10 --compare

Features:
- Comprehensive benchmark framework with 14+ datasets
- Support for MMLU, GSM8K, FiNER, HellaSwag, ARC, SWE-Bench, etc.
- Train/test split with overfitting prevention
- Docker containerization for reproducible execution
- 33 new processor tests for data transformation
- Updated documentation with benchmark commands

Cleanup:
- Remove outdated dated documentation files (1205.md, GUIDE1130.md)
- Remove broken explain_ace_performance.py script

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
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