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Note: this eval has highly context-deficient prompts. It is unlikely that any model will succeed. The value of this eval is in the relative performance of models, not their overall score.
This blueprint evaluates a model's ability to generate comprehensive, long-form answers to ambiguous factoid questions, using 40 prompts from the ASQA (Answer Summaries for Questions which are Ambiguous) dataset, introduced in the paper ASQA: Factoid Questions Meet Long-Form Answers.
The core challenge is moving beyond single-fact extraction. Many real-world questions are ambiguous (e.g., "Who was the ruler of France in 1830?"), having multiple valid answers. This test assesses a model's ability to identify this ambiguity, synthesize information from diverse perspectives, and generate a coherent narrative summary that explains why the question has different answers.
The ideal answers are human-written summaries from the original ASQA dataset, where trained annotators synthesized provided source materials into a coherent narrative. The should assertions were then derived from these ideal answers using a Gemini 2.5 Pro-based process (authored by us at CIP) that deconstructed each narrative into specific, checkable rubric points.
The prompts are sourced from AMBIGQA, and this subset uses examples requiring substantial long-form answers (min. 50 words) to test for deep explanatory power.
Average key point coverage extent for each model across all prompts.
| Prompts vs. Models | Claude 3.5 Haiku | Claude Opus 4 | Claude Sonnet 4 | Command A | Deepseek Chat V3 | Deepseek R1 | Gemini 2.5 Flash | Gemini 2.5 Pro | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4o | GPT 4o Mini | O4 Mini | Kimi K2 Instruct | Grok 3 | Grok 3 Mini | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 18th 24.1% | 7th 34.1% | 11th 30.7% | 8th 32.3% | 4th 36.3% | 5th 36.3% | 20th 21.4% | 2nd 39.2% | 12th 28.5% | 9th 32.1% | 10th 32.1% | 15th 24.9% | 19th 21.9% | 17th 24.4% | 16th 24.9% | 13th 28.2% | 14th 26.1% | 3rd 37.9% | 6th 34.4% | 1st 51.3% | |
| 32.5% | 36% | 31% | 30% | 41% | 36% | 39% | 27% | 42% | 41% | 28% | 28% | 33% | 25% | 33% | 33% | 31% | 25% | 30% | 28% | 33% | |
| 11.3% | 13% | 13% | 5% | 8% | 6% | 13% | 11% | 22% | 11% | 16% | 19% | 3% | 0% | 11% | 3% | 13% | 13% | 17% | 14% | 16% | |
| 14.7% | 0% | 20% | 14% | 7% | 39% | 30% | 16% | 2% | 7% | 0% | 39% | 7% | 7% | 0% | 0% | 0% | 16% | 50% | 18% | 22% | |
| 14.1% | 4% | 21% | 17% | 0% | 19% | 29% | 19% | 35% | 10% | 6% | 13% | 15% | 13% | 0% | 0% | 4% | 31% | 8% | 13% | 25% | |
| 24.9% | 17% | 33% | 33% | 17% | 17% | 31% | 17% | 33% | 33% | 31% | 17% | 17% | 33% | 17% | 17% | 17% | 17% | 33% | 17% | 50% | |
| 32.6% | 33% | 33% | 33% | 33% | 38% | 33% | 17% | 33% | 33% | 38% | 33% | 33% | 31% | 31% | 33% | 31% | 33% | 33% | 33% | 38% | |
| 18.9% | 0% | 47% | 0% | 0% | 0% | 47% | 0% | 13% | 7% | 0% | 47% | 3% | 0% | 0% | 7% | 59% | 0% | 63% | 22% | 63% | |
| 25.6% | 15% | 20% | 20% | 23% | 25% | 5% | 20% | 60% | 20% | 8% | 20% | 15% | 15% | 20% | 20% | 20% | 15% | 23% | 60% | 88% | |
| 48.7% | 31% | 46% | 58% | 60% | 58% | 54% | 29% | 56% | 58% | 56% | 40% | 54% | 25% | 42% | 42% | 25% | 56% | 58% | 52% | 73% | |
| 1.8% | 0% | 0% | 0% | 0% | 3% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 34% | |
| 35.5% | 44% | 38% | 27% | 45% | 42% | 44% | 13% | 47% | 38% | 42% | 25% | 25% | 20% | 25% | 25% | 25% | 25% | 38% | 44% | 78% | |
| 79.4% | 75% | 83% | 75% | 83% | 83% | 83% | 75% | 83% | 83% | 83% | 75% | 75% | 75% | 71% | 71% | 83% | 83% | 83% | 83% | 83% | |
| 20.1% | 18% | 21% | 18% | 16% | 36% | 21% | 23% | 16% | 18% | 21% | 18% | 18% | 21% | 16% | 18% | 21% | 14% | 18% | 23% | 27% | |
| 28.5% | 20% | 45% | 25% | 38% | 38% | 35% | 0% | 48% | 30% | 35% | 30% | 20% | 15% | 25% | 23% | 28% | 25% | 30% | 15% | 45% | |
| 47.3% | 43% | 58% | 60% | 50% | 60% | 58% | 18% | 60% | 40% | 60% | 60% | 55% | 30% | 43% | 23% | 20% | 18% | 70% | 55% | 65% | |
| 29.9% | 0% | 42% | 40% | 0% | 35% | 27% | 19% | 40% | 33% | 23% | 40% | 35% | 31% | 27% | 35% | 38% | 27% | 35% | 27% | 44% | |
| 20.6% | 17% | 21% | 21% | 21% | 21% | 17% | 17% | 21% | 21% | 21% | 21% | 17% | 21% | 21% | 21% | 21% | 21% | 21% | 21% | 29% | |
| 51.6% | 42% | 42% | 48% | 71% | 75% | 60% | 27% | 48% | 63% | 54% | 40% | 33% | 52% | 50% | 50% | 50% | 29% | 63% | 50% | 85% | |
| 0.0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | |
| 45.9% | 58% | 33% | 63% | 56% | 33% | 35% | 29% | 63% | 63% | 33% | 33% | 33% | 31% | 31% | 31% | 56% | 33% | 63% | 58% | 83% | |
| 16.8% | 20% | 18% | 20% | 20% | 15% | 20% | 10% | 20% | 5% | 20% | 20% | 10% | 5% | 18% | 5% | 20% | 5% | 20% | 20% | 45% | |
| 27.1% | 28% | 30% | 30% | 30% | 23% | 45% | 28% | 53% | 20% | 15% | 30% | 20% | 18% | 20% | 15% | 20% | 18% | 20% | 25% | 53% | |
| 43.8% | 52% | 44% | 40% | 38% | 52% | 42% | 31% | 44% | 42% | 46% | 35% | 29% | 27% | 38% | 40% | 40% | 40% | 63% | 67% | 65% | |
| 35.8% | 34% | 39% | 54% | 57% | 34% | 55% | 9% | 73% | 4% | 68% | 30% | 16% | 18% | 25% | 23% | 14% | 7% | 38% | 52% | 66% | |
| 45.5% | 33% | 44% | 46% | 52% | 75% | 44% | 17% | 40% | 71% | 50% | 35% | 31% | 17% | 23% | 40% | 23% | 21% | 77% | 77% | 94% | |
| 88.4% | 39% | 98% | 80% | 86% | 98% | 82% | 84% | 96% | 86% | 98% | 91% | 82% | 84% | 95% | 98% | 88% | 88% | 100% | 97% | 97% | |
| 49.5% | 25% | 75% | 75% | 63% | 34% | 47% | 22% | 75% | 28% | 31% | 75% | 31% | 28% | 28% | 31% | 50% | 78% | 75% | 50% | 69% | |
| 46.2% | 35% | 50% | 23% | 50% | 50% | 50% | 50% | 48% | 50% | 50% | 48% | 48% | 27% | 50% | 46% | 50% | 50% | 50% | 50% | 48% | |
| 57.8% | 65% | 60% | 40% | 63% | 65% | 78% | 30% | 70% | 0% | 60% | 73% | 60% | 63% | 55% | 63% | 68% | 60% | 70% | 45% | 68% | |
| 23.8% | 13% | 15% | 13% | 18% | 45% | 33% | 23% | 5% | 15% | 40% | 35% | 13% | 15% | 20% | 15% | 23% | 25% | 35% | 35% | 40% | |
| 20.5% | 42% | 0% | 17% | 13% | 38% | 17% | 17% | 13% | 36% | 40% | 13% | 35% | 13% | 13% | 17% | 8% | 4% | 46% | 8% | 21% | |
| 30.7% | 10% | 40% | 35% | 38% | 43% | 48% | 38% | 55% | 15% | 38% | 33% | 10% | 15% | 13% | 15% | 45% | 15% | 23% | 30% | 55% | |
| 20.3% | 10% | 10% | 5% | 35% | 35% | 15% | 3% | 15% | 25% | 15% | 15% | 23% | 10% | 38% | 25% | 0% | 25% | 35% | 35% | 33% | |
| 40.8% | 42% | 44% | 42% | 42% | 38% | 46% | 44% | 44% | 40% | 44% | 44% | 35% | 38% | 35% | 38% | 42% | 33% | 33% | 42% | 50% | |
| 23.6% | 14% | 38% | 16% | 8% | 31% | 45% | 22% | 70% | 33% | 16% | 39% | 6% | 11% | 14% | 19% | 6% | 11% | 9% | 14% | 49% | |
| 18.4% | 17% | 13% | 13% | 17% | 17% | 23% | 15% | 17% | 17% | 23% | 23% | 17% | 8% | 8% | 15% | 13% | 17% | 25% | 21% | 50% | |
| 13.8% | 0% | 52% | 27% | 15% | 13% | 15% | 0% | 17% | 0% | 0% | 17% | 0% | 4% | 0% | 13% | 0% | 4% | 0% | 15% | 83% | |
| 13.0% | 0% | 10% | 19% | 13% | 23% | 27% | 0% | 29% | 0% | 17% | 0% | 17% | 0% | 0% | 0% | 35% | 13% | 8% | 23% | 25% | |
| 12.5% | 5% | 5% | 18% | 30% | 20% | 15% | 10% | 20% | 20% | 23% | 5% | 5% | 5% | 0% | 5% | 0% | 15% | 18% | 20% | 10% | |
| 29.4% | 15% | 31% | 27% | 33% | 38% | 42% | 27% | 42% | 25% | 33% | 23% | 17% | 23% | 19% | 19% | 40% | 33% | 35% | 17% | 50% |