reasoning benchmark
ZebraLogic Leaderboard
ZebraLogic evaluates large language models' logical reasoning on logic grid puzzles derived from constraint satisfaction problems.
Updated Sep 5, 2026
Models8
Model coverage8
MetricScore
EvidenceB
ZebraLogic Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score97.30% | Percentile100.00% | Participants8 | EvidenceC | Evaluated |
| Rank02 | ModelME | Score95.50% | Percentile85.71% | Participants8 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score95.00% | Percentile71.43% | Participants8 | EvidenceC | Evaluated |
| Rank04 | ModelME | Score89.30% | Percentile57.14% | Participants8 | EvidenceC | Evaluated |
| Rank05 | ModelMA | Score89.00% | Percentile42.86% | Participants8 | EvidenceC | Evaluated |
| Rank06 | ModelMA | Score89.00% | Percentile28.57% | Participants8 | EvidenceC | Evaluated |
| Rank07 | ModelMI | Score86.80% | Percentile14.29% | Participants8 | EvidenceC | Evaluated |
| Rank08 | ModelMI | Score80.10% | Percentile0.00% | Participants8 | EvidenceC | Evaluated |
ZebraLogic Highlights
The leading models and scores on this benchmark.
ZebraLogic Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for ZebraLogic
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is ZebraLogic?
What ZebraLogic measures and how its scores work.
ZebraLogic is an evaluation framework consisting of 1,000 programmatically generated logic grid puzzles with controllable and quantifiable complexity.
It measures logical reasoning performance using the Score metric, reported as a ratio, on these puzzles.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- ZebraLogic
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about ZebraLogic.
Which model scores highest on ZebraLogic?
Qwen3 VL 235B A22B Thinking is currently ranked first with 97.30%.
What are the top three models on ZebraLogic?
The current leaders are Qwen3 VL 235B A22B Thinking (97.30%), LongCat-Flash-Thinking (95.50%), and Qwen3-235B-A22B-Instruct-2507 (95.00%).
Which ZebraLogic model has the lowest official input price?
Qwen3-235B-A22B-Instruct-2507 has the lowest matched official input price at $0.70 input / $2.8 output per 1M tokens.
Which models are fastest among ZebraLogic results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.