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| 🏆 Best Hybrid Score | openai/gpt-4o | 95.2% |
| 📉 Worst Hybrid Score | grok-4-0709 | 70.6% |
| 🤔 Most Differentiating Prompt | User: Coloco um livro em um prato e coloco o prato na geladeira. Depois, eu tiro o prato. Onde está o livro? | σ = 0.29 |
| 👯 Most Semantically Similar Pair | claude-sonnet-4-20250514 vs anthropic/claude-sonnet-4 | 98.0% |
A consolidated overview of performance and semantic consistency metrics.
Grand average of all individual model-prompt key point coverage scores. StdDev (±) reflects variability around this grand mean, also in percentage points. A smaller StdDev suggests more consistent coverage scores across all model-prompt pairs; a larger StdDev indicates more diverse performance.
Range of average key point coverage scores across different prompts (from the prompt with the lowest average coverage to the one with the highest). A large spread indicates substantial differences in how challenging prompts were or how models performed on them.
Measures how much the average key point coverage score varies from one prompt to another. A high value (e.g., >20-25%) suggests that average performance was quite different across prompts; a low value suggests more consistent average performance from prompt to prompt.
Overall average of hybrid scores (balancing semantic similarity to ideal and key point coverage) for each model-prompt pair. Higher is generally better. A smaller StdDev suggests more consistent hybrid performance across all model-prompt pairs.
Models: anthropic:claude-3-5-haiku-20241022, anthropic:claude-3-5-sonnet-20241022, anthropic:claude-3-7-sonnet-20250219, anthropic:claude-3-opus-20240229, anthropic:claude-opus-4-20250514, anthropic:claude-sonnet-4-20250514, openrouter:anthropic/claude-3.5-haiku, openrouter:anthropic/claude-sonnet-4, openrouter:cohere/command-a, openrouter:deepseek/deepseek-chat-v3-0324, openrouter:deepseek/deepseek-r1, openrouter:google/gemini-2.5-flash, openrouter:google/gemini-2.5-pro, openrouter:mistralai/mistral-large-2411, openrouter:mistralai/mistral-medium-3, openrouter:openai/gpt-4.1-mini, openrouter:openai/gpt-4.1-nano, openrouter:openai/gpt-4.1, openrouter:openai/gpt-4o-mini, openrouter:openai/gpt-4o, openrouter:openai/o4-mini, openrouter:x-ai/grok-3-mini-beta, openrouter:x-ai/grok-3, together:moonshotai/Kimi-K2-Instruct, xai:grok-4-0709
E.g. world-model-riddle-plate-ar: User: أضع كتابًا على طبق وأضع الطبق في الثلاجة. ثم أخرج الطبق. أين الكتاب؟
Average semantic similarity (0-1 scale) of models to the ideal response; scores closer to 1.0 are better. The StdDev shows how consistently models achieve this. A very low StdDev (e.g., <0.05) often means models performed very similarly on this metric.
| Metric | Value | Explanation |
|---|---|---|
| Overall Average Key Point Coverage | 92.7% (±19.3%) | Grand average of all individual model-prompt key point coverage scores. StdDev (±) reflects variability around this grand mean, also in percentage points. A smaller StdDev suggests more consistent coverage scores across all model-prompt pairs; a larger StdDev indicates more diverse performance. |
| Avg. Prompt Coverage Range | 56% - 98% (Spread: 42 pp) | Range of average key point coverage scores across different prompts (from the prompt with the lowest average coverage to the one with the highest). A large spread indicates substantial differences in how challenging prompts were or how models performed on them. |
| StdDev of Avg. Prompt Coverage | 7.4% | Measures how much the average key point coverage score varies from one prompt to another. A high value (e.g., >20-25%) suggests that average performance was quite different across prompts; a low value suggests more consistent average performance from prompt to prompt. |
| Overall Average Hybrid Score | 86.4% (±14.0%) | Overall average of hybrid scores (balancing semantic similarity to ideal and key point coverage) for each model-prompt pair. Higher is generally better. A smaller StdDev suggests more consistent hybrid performance across all model-prompt pairs. |
| Number of Models Evaluated | 25 | Models: anthropic:claude-3-5-haiku-20241022, anthropic:claude-3-5-sonnet-20241022, anthropic:claude-3-7-sonnet-20250219, anthropic:claude-3-opus-20240229, anthropic:claude-opus-4-20250514, anthropic:claude-sonnet-4-20250514, openrouter:anthropic/claude-3.5-haiku, openrouter:anthropic/claude-sonnet-4, openrouter:cohere/command-a, openrouter:deepseek/deepseek-chat-v3-0324, openrouter:deepseek/deepseek-r1, openrouter:google/gemini-2.5-flash, openrouter:google/gemini-2.5-pro, openrouter:mistralai/mistral-large-2411, openrouter:mistralai/mistral-medium-3, openrouter:openai/gpt-4.1-mini, openrouter:openai/gpt-4.1-nano, openrouter:openai/gpt-4.1, openrouter:openai/gpt-4o-mini, openrouter:openai/gpt-4o, openrouter:openai/o4-mini, openrouter:x-ai/grok-3-mini-beta, openrouter:x-ai/grok-3, together:moonshotai/Kimi-K2-Instruct, xai:grok-4-0709 |
| Number of Prompts Analyzed | 36 | E.g. world-model-riddle-plate-ar: User: أضع كتابًا على طبق وأضع الطبق في الثلاجة. ثم أخرج الطبق. أين الكتاب؟ |
| Average Semantic Similarity to Ideal | 0.746 (±0.091) | Average semantic similarity (0-1 scale) of models to the ideal response; scores closer to 1.0 are better. The StdDev shows how consistently models achieve this. A very low StdDev (e.g., <0.05) often means models performed very similarly on this metric. |
Average key point coverage extent for each model across all prompts.
| Prompts vs. Models | Claude 3 5 Haiku 20241022 | Claude 3 5 Sonnet 20241022 | Claude 3 7 Sonnet 20250219 | Claude 3 Opus 20240229 | Claude Opus 4 20250514 | Claude Sonnet 4 20250514 | Claude 3.5 Haiku | Claude Sonnet 4 | Command A | Deepseek Chat V3 0324 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4.1 | GPT 4o Mini | GPT 4o | O4 Mini | Grok 3 Mini Beta | Grok 3 | Kimi K2 Instruct | Grok 4 0709 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 17th 88.9% | 12th 95.4% | 9th 95.9% | 8th 96.2% | 3rd 99.5% | 3rd 99.5% | 13th 94.6% | 1st 100.0% | 23rd 86.3% | 22nd 87.1% | 7th 97.1% | 16th 93.2% | 21st 87.1% | 6th 97.1% | 20th 87.7% | 15th 94.0% | 25th 74.3% | 9th 95.9% | 13th 94.6% | 2nd 99.9% | 19th 88.7% | 5th 99.4% | 11th 95.6% | 18th 88.7% | 24th 80.0% | |
| 81.6% | 17% | 100% | 100% | 100% | 100% | 100% | 33% | 100% | 100% | 46% | 100% | 100% | 67% | 29% | 100% | 83% | 33% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 33% | |
| 88.3% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 0% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 4% | 100% | 4% | |
| 93.1% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 0% | 100% | 100% | 67% | ||
| 87.4% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 67% | 67% | 33% | 100% | 100% | 100% | 100% | 100% | 0% | 100% | 100% | 100% | 50% | |
| 95.5% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 96% | 67% | 100% | 100% | 79% | 50% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | ||
| 93.8% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 29% | 17% | |
| 94.1% | 100% | 100% | 83% | 83% | 100% | 100% | 100% | 100% | 83% | 79% | 100% | 100% | 100% | 100% | 96% | 96% | 33% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 96.8% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 79% | 79% | 100% | 100% | 100% | 79% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 97.3% | 100% | 100% | 96% | 100% | 100% | 100% | 100% | 100% | 83% | 87% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 95.5% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 87% | 83% | 100% | 100% | 100% | 67% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | |
| 92.6% | 100% | 100% | 100% | 100% | 100% | 100% | 96% | 100% | 67% | 83% | 100% | 100% | 100% | 100% | 83% | 100% | 4% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 94.8% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 79% | 67% | 87% | 100% | 100% | 100% | 79% | 100% | 83% | 96% | 100% | 100% | 100% | 100% | 100% | 100% | 79% | |
| 96.3% | 100% | 100% | 96% | 100% | 100% | 83% | 100% | 100% | 100% | 67% | 96% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 100% | 100% | |
| 95.8% | 100% | 100% | 100% | 100% | 87% | 100% | 100% | 100% | 96% | 67% | 100% | 100% | 100% | 100% | 96% | 100% | 71% | 100% | 100% | 100% | 96% | 100% | 83% | 100% | 100% | |
| 97.6% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 92% | 83% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | |
| 88.2% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 96% | 100% | 33% | 100% | 100% | 100% | 4% | 100% | 100% | 67% | 21% | |
| 87.3% | 50% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 33% | 100% | 100% | 100% | 92% | 83% | 100% | 33% | 100% | 100% | 100% | 92% | 100% | 0% | |
| 55.8% | 8% | 0% | 0% | 0% | 100% | 100% | 100% | 100% | 0% | 67% | 100% | 67% | 0% | 100% | 96% | 0% | 33% | 96% | 100% | 100% | 25% | 100% | 79% | 0% | 25% | |
| 94.0% | 79% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 88% | 67% | 100% | 100% | 100% | 100% | 100% | 54% | 100% | 100% | 100% | 100% | 100% | ||
| 94.4% | 100% | 67% | 100% | 100% | 96% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 96% | 100% | 67% | 100% | 100% | 67% | 100% | |
| 94.7% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 67% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | |
| 95.9% | 100% | 100% | 100% | 96% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 67% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 92.0% | 67% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 67% | 33% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 95.2% | 58% | 100% | 100% | 100% | 100% | 100% | 58% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 96% | 100% | |
| 94.3% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 79% | 100% | 100% | 100% | 100% | 100% | 100% | 17% | 83% | 100% | 100% | 100% | 79% | 100% | 100% | 100% | |
| 95.0% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 67% | 79% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 79% | |
| 97.7% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 92% | 83% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 98.0% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 83% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 91.0% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 71% | 100% | 100% | 100% | 100% | 67% | 100% | 4% | 67% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | |
| 98.0% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 83% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 98.0% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 83% | 100% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 97.6% | 100% | 100% | 96% | 100% | 100% | 100% | 100% | 100% | 83% | 83% | 100% | 100% | 100% | 100% | 83% | 100% | 96% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 96.3% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 79% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 79% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | |
| 94.7% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 100% | 100% | 33% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | |
| 94.8% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 83% | 100% | 100% | 100% | 100% | 100% | 100% | 67% | 100% | 21% | 100% | 100% | 100% | 100% | 100% | 100% | |
| 84.2% | 21% | 100% | 100% | 100% | 100% | 100% | 50% | 100% | 0% | 100% | 100% | 71% | 67% | 100% | 100% | 100% | 67% | 100% | 100% | 96% | 100% | 100% | 100% | 33% | 100% |