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AxiomicLabs
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LogicMark

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@@ -27,7 +27,8 @@ Evaluated using average log-likelihood over ending tokens, normalised by length.
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  | -------------------------- | ------ | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- |
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  | Qwen2.5-Math-1.5B | 1.5B | 47.20% | 53.65% | **46.64%** | **45.73%** | 39.20% | **48.62%** |
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  | Qwen2.5-3B | 3.1B | 48.80% | **54.90%** | 46.00% | 42.40% | **39.40%** | 48.64% |
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- | GPT-X2 (45bt) (unreleased *for now*) | 125M | **74.80%** | 51.30% | 38.08% | 36.53% | 34.20% | 46.42% |
 
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  | Qwen2.5-1.5B | 1.5B | 52.00% | 50.70% | 43.68% | 41.33% | 38.00% | 46.40% |
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  | pythia-2.8B | 2.8B | 70.40% | 49.60% | 35.84% | 36.80% | 31.40% | 44.50% |
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  | gpt2-xl | 1.6B | 60.40% | 50.20% | 36.96% | 38.67% | 32.60% | 44.42% |
@@ -35,7 +36,7 @@ Evaluated using average log-likelihood over ending tokens, normalised by length.
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  | pythia-70m | 70M | 54.40% | 50.90% | 36.96% | 38.53% | 34.00% | 44.22% |
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  | gpt2 | 124M | 56.00% | 51.05% | 36.48% | 38.80% | 31.00% | 44.06% |
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  | Qwen2.5-Coder-1.5B | 1.5B | 45.20% | 48.45% | 42.08% | 41.07% | 34.20% | 44.00% |
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- | GPT-X v1 (15bt) | 125M | 57.40% | 50.00% | 35.28% | 38.53% | 31.80% | 43.52% |
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  | LFM2-350M-Math | 354M | 74.00% | 46.50% | 38.80% | 31.33% | 31.00% | 43.50% |
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  | pythia-31m | 30M | 56.40% | 48.75% | 35.84% | 37.07% | 31.80% | 42.84% |
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  | SmolLM2-135M | 135M | 58.80% | 49.35% | 34.80% | 36.67% | 29.60% | 42.78% |
 
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  | -------------------------- | ------ | ---------- | ---------- | ---------- | ---------- | ---------- | ---------- |
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  | Qwen2.5-Math-1.5B | 1.5B | 47.20% | 53.65% | **46.64%** | **45.73%** | 39.20% | **48.62%** |
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  | Qwen2.5-3B | 3.1B | 48.80% | **54.90%** | 46.00% | 42.40% | **39.40%** | 48.64% |
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+ | GPT-X2-125M
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+ (unreleased *for now*) | 125M | **74.80%** | 51.30% | 38.08% | 36.53% | 34.20% | 46.42% |
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  | Qwen2.5-1.5B | 1.5B | 52.00% | 50.70% | 43.68% | 41.33% | 38.00% | 46.40% |
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  | pythia-2.8B | 2.8B | 70.40% | 49.60% | 35.84% | 36.80% | 31.40% | 44.50% |
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  | gpt2-xl | 1.6B | 60.40% | 50.20% | 36.96% | 38.67% | 32.60% | 44.42% |
 
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  | pythia-70m | 70M | 54.40% | 50.90% | 36.96% | 38.53% | 34.00% | 44.22% |
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  | gpt2 | 124M | 56.00% | 51.05% | 36.48% | 38.80% | 31.00% | 44.06% |
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  | Qwen2.5-Coder-1.5B | 1.5B | 45.20% | 48.45% | 42.08% | 41.07% | 34.20% | 44.00% |
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+ | GPT-X-125M | 125M | 57.40% | 50.00% | 35.28% | 38.53% | 31.80% | 43.52% |
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  | LFM2-350M-Math | 354M | 74.00% | 46.50% | 38.80% | 31.33% | 31.00% | 43.50% |
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  | pythia-31m | 30M | 56.40% | 48.75% | 35.84% | 37.07% | 31.80% | 42.84% |
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  | SmolLM2-135M | 135M | 58.80% | 49.35% | 34.80% | 36.67% | 29.60% | 42.78% |