reasoning benchmark
FRAMES
Factuality, Retrieval, And reasoning MEasurement Set - a unified evaluation dataset of 824 challenging multi-hop questions for testing retrieval-augmented generation systems across factuality, retrieval accuracy, and reasoning capabilities, requiring integration of 2-15 Wikipedia articles per question
Updated Aug 11, 2026
Models2
Model coverage2
MetricScore
EvidenceB
FRAMES Ranking
Higher score ranks better on this benchmark.
| 01 | MA | 87.0% | 100.0% | 2 | C | |
| 02 | DE | 73.3% | 0.0% | 2 | C |
FRAMES Score Distribution
A closer view of the leading scores on this benchmark.
FRAMES Highlights
The leading models and scores on this benchmark.
What is FRAMES?
What FRAMES measures and how its scores work.
Factuality, Retrieval, And reasoning MEasurement Set - a unified evaluation dataset of 824 challenging multi-hop questions for testing retrieval-augmented generation systems across factuality, retrieval accuracy, and reasoning capabilities, requiring integration of 2-15 Wikipedia articles per question
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- FRAMES
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- frames|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about FRAMES.
Which model scores highest on FRAMES?
Kimi K2-Thinking-0905 is currently ranked first with 87.0%.
What does FRAMES measure?
Factuality, Retrieval, And reasoning MEasurement Set - a unified evaluation dataset of 824 challenging multi-hop questions for testing retrieval-augmented generation systems across factuality, retrieval accuracy, and reasoning capabilities, requiring integration of 2-15 Wikipedia articles per question
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.