Add comprehensive evaluation harness assessment for alpaca_eval #456
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This assessment evaluates alpaca_eval against a structured evaluation harness template covering 8 key features: - S1F1: Benchmark Loading & Validation (87.5% coverage) - S1F2: System Under Test Specification (100% coverage) - S1F3: Measurement Protocol Selection (100% coverage) - S1F4: Baseline Specification (62.5% coverage) - S1F5: Statistical Analysis Protocol (75% coverage) - S1F6: Cross-Validation Strategy (62.5% coverage) - S1F7: Resource Budget Planning (50% coverage) - S1F8: Provenance Configuration (100% coverage) Key findings: - AlpacaEval demonstrates strong coverage of core evaluation functionality - Production-ready for benchmarking instruction-following models - Excellent reproducibility through hash-based caching and seed control - Fair comparison enforcement with identical data splits and protocols - Comprehensive measurement support (45 judges, 11 API providers, 234 models) - Areas for improvement: explicit validity evidence, classical baselines, multiple comparison correction, and hard budget enforcement The assessment includes detailed evidence, code references with line numbers, and specific recommendations for enhancement.
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
This assessment evaluates alpaca_eval against a structured evaluation harness template covering 8 key features:
Key findings:
The assessment includes detailed evidence, code references with line numbers, and specific recommendations for enhancement.