Berkeley Function-Calling Leaderboard alternatives
6 evaluation tools in the same lane as Berkeley Function-Calling Leaderboard, ranked by editorial score.
OE
OpenAI Evals
Evaluation · OpenAI GPT models (extensible)
8.1
OpenAI's open-source framework for benchmarking LLMs against a shared registry of evaluations.
Free· Free (MIT); you pay OpenAI API costs for eval runsllm-benchmarkingregression-testing
LI
LiveBench
Evaluation · Multi-model
8.2
Contamination-free LLM benchmark that refreshes its questions monthly to keep frontier models honest.
Free· Free and open source; self-hosted evaluation runnerllm-benchmarkingmodel-selection
CO
CompassRank
Evaluation · Multi-model
6.9
Public leaderboard from the OpenCompass project ranking open and closed LLMs across 100+ benchmarks.
Free· Free leaderboard; OpenCompass toolkit is Apache 2.0 open sourcellm-benchmarkingmodel-selection
AL
AlpacaEval
Evaluation · GPT-4 Preview (Nov 2024) as annotator
7.1
Automatic LLM evaluator and leaderboard that benchmarks instruction-following with length-controlled win rates.
Free· Free and open-source; pay only for the underlying OpenAI annotator API callsllm-benchmarkinginstruction-following eval
IA
Inspect AI
Evaluation · Multi-model
7.2
Open-source LLM evaluation framework from the UK AI Security Institute with 200+ built-in benchmarks.
Free· Free and open source (MIT-style license); you pay only for underlying model API usage.llm-benchmarkingagent-evaluation
PR
Promptfoo
Evaluation · Multi-model
7.2
Open-source eval and red-teaming framework for LLM apps, prompts, and RAG pipelines.
Freemium· Community: Free · Enterprise: Custom · On-Premise: Customllm-evalsred-teaming