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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 | Llama 3 70b Instruct | Llama 4 Maverick | Meta Llama 3.1 405b Instruct Turbo | 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 25.6% | 8th 34.0% | 11th 30.7% | 9th 32.0% | 3rd 39.2% | 5th 35.8% | 22nd 21.6% | 2nd 42.5% | 14th 27.9% | 21st 24.5% | 17th 26.2% | 13th 29.3% | 7th 34.2% | 12th 30.2% | 20th 24.9% | 23rd 20.8% | 16th 26.3% | 15th 26.4% | 10th 31.2% | 19th 25.2% | 4th 38.6% | 6th 35.2% | 1st 51.9% | |
| 33.1% | 33% | 30% | 47% | 34% | 44% | 38% | 27% | 38% | 23% | 39% | 22% | 36% | 36% | 25% | 25% | 27% | 36% | 23% | 38% | 22% | 36% | 34% | 49% | |
| 10.4% | 11% | 13% | 11% | 10% | 16% | 2% | 11% | 16% | 5% | 0% | 11% | 11% | 11% | 16% | 3% | 0% | 11% | 10% | 13% | 13% | 11% | 13% | 21% | |
| 15.2% | 0% | 13% | 14% | 2% | 32% | 16% | 18% | 43% | 2% | 7% | 4% | 23% | 34% | 39% | 0% | 0% | 2% | 4% | 32% | 9% | 32% | 7% | 16% | |
| 17.0% | 8% | 21% | 17% | 19% | 21% | 29% | 17% | 33% | 10% | 4% | 6% | 2% | 6% | 15% | 17% | 17% | 0% | 17% | 40% | 21% | 13% | 15% | 42% | |
| 26.5% | 17% | 33% | 33% | 33% | 42% | 17% | 17% | 50% | 17% | 21% | 40% | 17% | 31% | 17% | 17% | 21% | 17% | 17% | 17% | 17% | 33% | 33% | 52% | |
| 31.3% | 33% | 33% | 33% | 38% | 33% | 33% | 17% | 33% | 33% | 33% | 33% | 33% | 38% | 33% | 33% | 23% | 29% | 33% | 10% | 33% | 33% | 33% | 38% | |
| 21.3% | 22% | 44% | 0% | 0% | 25% | 47% | 0% | 0% | 22% | 50% | 0% | 44% | 0% | 3% | 41% | 0% | 6% | 10% | 53% | 0% | 59% | 0% | 63% | |
| 27.7% | 10% | 20% | 20% | 25% | 25% | 38% | 20% | 60% | 10% | 0% | 40% | 20% | 20% | 20% | 20% | 10% | 20% | 20% | 60% | 20% | 35% | 45% | 80% | |
| 47.7% | 27% | 56% | 46% | 63% | 60% | 54% | 29% | 67% | 48% | 21% | 67% | 50% | 52% | 46% | 38% | 29% | 46% | 48% | 40% | 31% | 52% | 54% | 73% | |
| 4.2% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 25% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 22% | 50% | |
| 34.8% | 44% | 38% | 27% | 36% | 47% | 38% | 13% | 47% | 42% | 25% | 23% | 38% | 44% | 25% | 22% | 20% | 25% | 25% | 25% | 25% | 47% | 44% | 81% | |
| 79.5% | 71% | 83% | 75% | 83% | 83% | 83% | 75% | 83% | 83% | 83% | 83% | 83% | 83% | 71% | 75% | 75% | 71% | 71% | 83% | 83% | 83% | 83% | 83% | |
| 20.3% | 18% | 21% | 21% | 18% | 29% | 21% | 23% | 18% | 16% | 23% | 23% | 16% | 29% | 18% | 18% | 16% | 16% | 16% | 16% | 14% | 21% | 23% | 32% | |
| 28.4% | 20% | 45% | 25% | 30% | 48% | 38% | 0% | 48% | 38% | 0% | 20% | 30% | 33% | 30% | 20% | 15% | 25% | 23% | 20% | 20% | 45% | 15% | 65% | |
| 52.7% | 50% | 58% | 53% | 50% | 75% | 60% | 18% | 60% | 48% | 0% | 45% | 65% | 65% | 20% | 60% | 35% | 55% | 65% | 60% | 60% | 60% | 65% | 85% | |
| 25.6% | 0% | 38% | 42% | 0% | 50% | 21% | 19% | 33% | 33% | 0% | 6% | 35% | 0% | 38% | 35% | 2% | 27% | 35% | 38% | 25% | 38% | 36% | 38% | |
| 20.8% | 17% | 21% | 21% | 21% | 21% | 19% | 15% | 25% | 21% | 21% | 21% | 21% | 21% | 21% | 21% | 21% | 25% | 21% | 21% | 21% | 21% | 21% | 21% | |
| 53.2% | 52% | 40% | 48% | 75% | 63% | 67% | 27% | 58% | 71% | 15% | 35% | 77% | 56% | 44% | 33% | 52% | 50% | 50% | 50% | 29% | 67% | 81% | 83% | |
| 1.5% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 17% | 0% | 0% | 0% | 17% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | 0% | |
| 45.4% | 56% | 33% | 58% | 65% | 60% | 54% | 25% | 63% | 33% | 33% | 33% | 33% | 35% | 33% | 33% | 31% | 31% | 31% | 52% | 33% | 58% | 63% | 98% | |
| 14.3% | 20% | 20% | 20% | 20% | 10% | 20% | 10% | 20% | 5% | 5% | 10% | 20% | 20% | 20% | 10% | 5% | 18% | 5% | 5% | 5% | 20% | 20% | 20% | |
| 26.4% | 25% | 25% | 25% | 25% | 45% | 35% | 28% | 45% | 25% | 35% | 8% | 25% | 20% | 28% | 23% | 18% | 20% | 20% | 25% | 15% | 20% | 25% | 48% | |
| 42.7% | 44% | 52% | 44% | 29% | 46% | 44% | 29% | 52% | 35% | 38% | 19% | 38% | 54% | 35% | 33% | 38% | 40% | 52% | 38% | 35% | 60% | 60% | 67% | |
| 31.9% | 30% | 43% | 36% | 21% | 54% | 41% | 9% | 39% | 32% | 32% | 29% | 4% | 45% | 29% | 14% | 39% | 25% | 23% | 25% | 9% | 46% | 48% | 61% | |
| 52.0% | 77% | 48% | 52% | 79% | 71% | 77% | 19% | 56% | 4% | 67% | 77% | 50% | 79% | 42% | 31% | 7% | 23% | 40% | 44% | 44% | 77% | 52% | 81% | |
| 86.3% | 43% | 93% | 95% | 75% | 84% | 61% | 84% | 98% | 91% | 93% | 71% | 88% | 100% | 89% | 80% | 80% | 98% | 84% | 91% | 95% | 95% | 96% | 100% | |
| 49.0% | 25% | 75% | 75% | 63% | 38% | 38% | 22% | 75% | 50% | 10% | 66% | 31% | 47% | 63% | 31% | 28% | 47% | 28% | 53% | 34% | 75% | 78% | 75% | |
| 40.2% | 25% | 48% | 27% | 50% | 50% | 29% | 48% | 50% | 19% | 25% | 19% | 40% | 50% | 48% | 50% | 25% | 42% | 48% | 50% | 31% | 50% | 50% | 50% | |
| 60.7% | 55% | 63% | 40% | 68% | 70% | 70% | 35% | 78% | 70% | 68% | 60% | 45% | 55% | 58% | 70% | 58% | 55% | 53% | 70% | 65% | 65% | 50% | 75% | |
| 24.6% | 15% | 13% | 18% | 15% | 35% | 38% | 23% | 35% | 10% | 15% | 15% | 33% | 30% | 48% | 15% | 18% | 23% | 23% | 28% | 13% | 40% | 30% | 33% | |
| 24.5% | 42% | 0% | 10% | 15% | 42% | 35% | 17% | 36% | 46% | 35% | 13% | 13% | 40% | 13% | 13% | 15% | 44% | 15% | 13% | 4% | 46% | 15% | 42% | |
| 26.7% | 10% | 35% | 18% | 38% | 43% | 43% | 38% | 38% | 20% | 33% | 15% | 15% | 45% | 35% | 10% | 10% | 10% | 10% | 10% | 15% | 35% | 35% | 53% | |
| 19.8% | 15% | 15% | 3% | 25% | 33% | 20% | 5% | 3% | 25% | 10% | 5% | 30% | 35% | 15% | 25% | 8% | 25% | 30% | 5% | 23% | 30% | 35% | 35% | |
| 41.5% | 40% | 44% | 40% | 42% | 44% | 44% | 42% | 46% | 33% | 42% | 44% | 33% | 44% | 44% | 35% | 33% | 42% | 44% | 38% | 48% | 46% | 46% | 40% | |
| 23.3% | 13% | 44% | 16% | 17% | 25% | 41% | 24% | 72% | 25% | 10% | 11% | 19% | 28% | 41% | 8% | 11% | 11% | 16% | 9% | 14% | 11% | 10% | 61% | |
| 17.2% | 17% | 13% | 13% | 15% | 13% | 25% | 15% | 56% | 13% | 8% | 15% | 17% | 13% | 21% | 17% | 10% | 15% | 13% | 13% | 17% | 27% | 13% | 17% | |
| 13.9% | 0% | 52% | 50% | 17% | 15% | 19% | 0% | 13% | 0% | 0% | 0% | 0% | 0% | 33% | 0% | 4% | 0% | 13% | 0% | 15% | 0% | 15% | 73% | |
| 10.4% | 0% | 8% | 13% | 13% | 29% | 33% | 0% | 33% | 0% | 17% | 15% | 0% | 15% | 0% | 0% | 0% | 0% | 0% | 17% | 15% | 8% | 0% | 23% | |
| 10.4% | 5% | 5% | 18% | 20% | 18% | 5% | 15% | 20% | 23% | 8% | 10% | 0% | 25% | 5% | 5% | 5% | 0% | 5% | 5% | 0% | 18% | 20% | 5% | |
| 29.5% | 32% | 25% | 25% | 31% | 29% | 38% | 31% | 44% | 33% | 29% | 33% | 21% | 27% | 27% | 15% | 25% | 21% | 15% | 42% | 35% | 29% | 23% | 48% |