Rethinking LLM Evaluation with 3C3H: AraGen Benchmark and Leaderboard

Rethinking evaluation with 3C3H is just throwing more metrics at the problem. Every time we invent a new leaderboard, it’s a semantic game to argue about which model is 'best.' The real issue is that these benchmarks measure what the developers *want* to measure, not what real-world failure looks like.

We need to stop chasing arbitrary scores and focus on operational failure rates. If a model fails in production, that's the metric that matters, not some obscure AraGen score. It’s just noise unless it ties directly to production costs or error rates.