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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 Preview 05 06 | Mistral Large 2411 | Mistral Medium 3 | GPT 4.1 | GPT 4.1 Mini | GPT 4.1 Nano | GPT 4o | GPT 4o Mini | O4 Mini | Grok 3 | Grok 3 Mini | Grok 4 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Score | 17th 22.6% | 6th 32.6% | 10th 30.0% | 9th 30.3% | 4th 34.2% | 5th 34.2% | 19th 20.0% | 2nd 38.7% | 12th 26.8% | 8th 30.8% | 11th 29.5% | 14th 24.1% | 18th 20.3% | 16th 22.7% | 15th 23.4% | 13th 26.8% | 3rd 36.3% | 7th 32.1% | 1st 49.9% | |
| 28.6% | 31% | 31% | 27% | 38% | 34% | 30% | 22% | 33% | 28% | 20% | 27% | 27% | 25% | 30% | 27% | 27% | 31% | 22% | 34% | |
| 10.0% | 13% | 11% | 5% | 11% | 5% | 11% | 13% | 9% | 11% | 16% | 17% | 2% | 0% | 13% | 3% | 9% | 14% | 11% | 16% | |
| 11.3% | 0% | 11% | 14% | 0% | 34% | 23% | 7% | 2% | 0% | 7% | 32% | 2% | 0% | 0% | 2% | 2% | 43% | 7% | 29% | |
| 12.5% | 4% | 21% | 17% | 0% | 17% | 25% | 17% | 35% | 10% | 6% | 6% | 15% | 13% | 0% | 0% | 4% | 13% | 10% | 25% | |
| 24.8% | 17% | 33% | 31% | 17% | 17% | 29% | 17% | 33% | 33% | 29% | 17% | 17% | 33% | 15% | 17% | 17% | 33% | 17% | 50% | |
| 32.3% | 33% | 33% | 33% | 33% | 38% | 33% | 17% | 33% | 33% | 38% | 33% | 33% | 25% | 31% | 33% | 31% | 33% | 33% | 38% | |
| 21.5% | 0% | 47% | 0% | 0% | 0% | 53% | 0% | 38% | 13% | 0% | 34% | 13% | 0% | 0% | 10% | 56% | 59% | 22% | 63% | |
| 25.7% | 10% | 20% | 20% | 25% | 23% | 10% | 20% | 60% | 20% | 10% | 20% | 15% | 10% | 20% | 20% | 20% | 23% | 60% | 83% | |
| 44.4% | 29% | 46% | 56% | 56% | 52% | 50% | 27% | 56% | 48% | 52% | 35% | 46% | 27% | 31% | 38% | 25% | 54% | 50% | 65% | |
| 2.3% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 3% | 0% | 0% | 0% | 3% | 0% | 0% | 38% | |
| 36.2% | 44% | 38% | 28% | 47% | 44% | 44% | 13% | 47% | 38% | 44% | 23% | 25% | 19% | 23% | 25% | 25% | 38% | 44% | 78% | |
| 79.8% | 75% | 83% | 79% | 83% | 83% | 83% | 75% | 83% | 83% | 83% | 79% | 79% | 75% | 71% | 71% | 83% | 83% | 83% | 83% | |
| 18.5% | 16% | 18% | 18% | 16% | 30% | 18% | 18% | 16% | 18% | 18% | 18% | 18% | 18% | 16% | 16% | 18% | 18% | 21% | 23% | |
| 27.8% | 20% | 45% | 25% | 38% | 38% | 38% | 0% | 30% | 30% | 33% | 30% | 20% | 18% | 25% | 20% | 28% | 28% | 15% | 48% | |
| 48.1% | 45% | 55% | 60% | 50% | 63% | 55% | 15% | 58% | 43% | 60% | 60% | 50% | 23% | 40% | 20% | 20% | 68% | 60% | 68% | |
| 26.0% | 0% | 38% | 38% | 0% | 35% | 25% | 13% | 27% | 35% | 23% | 33% | 33% | 31% | 19% | 31% | 25% | 31% | 19% | 38% | |
| 20.4% | 17% | 21% | 21% | 21% | 21% | 17% | 15% | 23% | 21% | 21% | 21% | 17% | 21% | 21% | 21% | 21% | 21% | 21% | 25% | |
| 48.6% | 27% | 27% | 48% | 75% | 71% | 56% | 19% | 40% | 54% | 42% | 42% | 33% | 50% | 52% | 42% | 50% | 58% | 50% | 88% | |
| 0.0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | |
| 43.9% | 54% | 31% | 58% | 56% | 33% | 33% | 29% | 50% | 56% | 33% | 33% | 35% | 31% | 27% | 31% | 50% | 58% | 54% | 83% | |
| 17.2% | 20% | 18% | 20% | 20% | 10% | 20% | 10% | 20% | 5% | 20% | 20% | 10% | 5% | 15% | 5% | 20% | 20% | 20% | 48% | |
| 29.2% | 30% | 30% | 33% | 30% | 23% | 48% | 33% | 48% | 20% | 20% | 30% | 18% | 23% | 20% | 20% | 30% | 23% | 25% | 50% | |
| 44.4% | 54% | 44% | 48% | 42% | 54% | 46% | 33% | 48% | 42% | 48% | 33% | 27% | 31% | 35% | 38% | 38% | 63% | 60% | 60% | |
| 36.2% | 30% | 39% | 55% | 52% | 32% | 48% | 11% | 79% | 6% | 63% | 32% | 18% | 21% | 23% | 23% | 11% | 38% | 43% | 63% | |
| 44.5% | 33% | 46% | 44% | 33% | 71% | 46% | 19% | 31% | 60% | 48% | 33% | 33% | 8% | 27% | 44% | 25% | 77% | 75% | 92% | |
| 85.2% | 41% | 96% | 77% | 77% | 98% | 80% | 80% | 98% | 79% | 98% | 82% | 79% | 75% | 91% | 95% | 82% | 100% | 93% | 98% | |
| 48.6% | 22% | 75% | 75% | 56% | 44% | 47% | 25% | 75% | 31% | 31% | 72% | 31% | 31% | 34% | 28% | 50% | 75% | 50% | 72% | |
| 44.9% | 38% | 48% | 25% | 48% | 50% | 50% | 46% | 46% | 50% | 50% | 44% | 48% | 23% | 48% | 48% | 48% | 48% | 50% | 46% | |
| 46.4% | 50% | 45% | 35% | 50% | 53% | 55% | 20% | 60% | 0% | 53% | 55% | 48% | 53% | 45% | 45% | 55% | 60% | 35% | 65% | |
| 20.9% | 10% | 18% | 13% | 13% | 30% | 25% | 23% | 30% | 18% | 35% | 25% | 8% | 10% | 15% | 13% | 23% | 28% | 28% | 33% | |
| 17.1% | 33% | 2% | 4% | 10% | 35% | 10% | 17% | 4% | 29% | 38% | 8% | 33% | 8% | 8% | 13% | 4% | 44% | 9% | 15% | |
| 27.8% | 5% | 35% | 33% | 30% | 38% | 48% | 35% | 53% | 13% | 35% | 30% | 10% | 10% | 8% | 10% | 40% | 20% | 25% | 50% | |
| 18.9% | 10% | 10% | 5% | 35% | 35% | 15% | 5% | 13% | 25% | 10% | 10% | 23% | 10% | 35% | 25% | 0% | 30% | 33% | 30% | |
| 40.8% | 42% | 50% | 42% | 42% | 33% | 46% | 40% | 40% | 38% | 44% | 42% | 40% | 35% | 33% | 38% | 42% | 40% | 38% | 50% | |
| 24.4% | 13% | 33% | 16% | 5% | 30% | 42% | 25% | 83% | 27% | 20% | 45% | 8% | 11% | 14% | 14% | 6% | 13% | 13% | 45% | |
| 16.3% | 15% | 13% | 13% | 17% | 17% | 21% | 13% | 17% | 15% | 19% | 17% | 15% | 8% | 4% | 13% | 13% | 13% | 17% | 50% | |
| 15.2% | 0% | 52% | 27% | 17% | 10% | 15% | 0% | 38% | 0% | 0% | 17% | 0% | 4% | 0% | 13% | 0% | 2% | 13% | 81% | |
| 11.3% | 0% | 10% | 17% | 8% | 15% | 21% | 0% | 29% | 0% | 17% | 0% | 15% | 0% | 0% | 0% | 31% | 8% | 17% | 27% | |
| 11.8% | 8% | 8% | 15% | 30% | 20% | 10% | 8% | 20% | 20% | 23% | 5% | 5% | 5% | 0% | 5% | 0% | 15% | 20% | 8% | |
| 25.8% | 15% | 25% | 23% | 31% | 33% | 42% | 21% | 42% | 21% | 23% | 21% | 13% | 21% | 17% | 17% | 38% | 29% | 21% | 38% |