reasoning benchmark
COLLIE Leaderboard
COLLIE is a grammar-based framework for systematic construction of constrained text generation tasks. It allows specification of rich, compositional constraints across diverse generation levels and modeling challenges including language understanding, logical reasoning, and semantic planning. The COLLIE-v1 dataset contains 2,080 instances across 13 constraint structures.
Updated Aug 17, 2026
Models10
Model coverage10
MetricScore
EvidenceB
COLLIE Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelOP | Score99.0% | Percentile100.0% | Participants10 | EvidenceC | Evaluated |
| Rank02 | ModelOP | Score98.7% | Percentile88.9% | Participants10 | EvidenceC | Evaluated |
| Rank03 | ModelOP | Score98.4% | Percentile77.8% | Participants10 | EvidenceC | Evaluated |
| Rank04 | ModelMA | Score95.8% | Percentile66.7% | Participants10 | EvidenceC | Evaluated |
| Rank05 | ModelOP | Score72.3% | Percentile55.6% | Participants10 | EvidenceC | Evaluated |
| Rank06 | ModelOP | Score65.8% | Percentile44.4% | Participants10 | EvidenceC | Evaluated |
| Rank07 | ModelMA | Score62.9% | Percentile33.3% | Participants10 | EvidenceC | Evaluated |
| Rank08 | ModelOP | Score61.0% | Percentile22.2% | Participants10 | EvidenceC | Evaluated |
| Rank09 | ModelOP | Score54.6% | Percentile11.1% | Participants10 | EvidenceC | Evaluated |
| Rank10 | ModelOP | Score42.5% | Percentile0.0% | Participants10 | EvidenceC | Evaluated |
COLLIE Highlights
The leading models and scores on this benchmark.
COLLIE Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for COLLIE
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis collie AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01OPGPT-5OpenAI
- Score
- 99.0%
- Price
- $1.3 input / $10 output per 1M tokens
- Speed
- Up to 100 tok/s via OpenAI
Strengths
- Ranks #1 of 10 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures COLLIE, not total model capability
- 02OPo3-miniOpenAI
- Score
- 98.7%
- Price
- $1.1 input / $4.4 output per 1M tokens
- Speed
- Up to 115 tok/s via Azure
Strengths
- Ranks #2 of 10 compared models
- 89th percentile on this benchmark
- C evidence result
Considerations
- This result measures COLLIE, not total model capability
- 03OPo3OpenAI
- Score
- 98.4%
- Price
- $2.0 input / $8.0 output per 1M tokens
- Speed
- Up to 50 tok/s via OpenAI
Strengths
- Ranks #3 of 10 compared models
- 78th percentile on this benchmark
- C evidence result
Considerations
- This result measures COLLIE, not total model capability
- 04MAMistral Medium 3.5Mistral AI
- Score
- 95.8%
- Price
- $1.5 input / $7.5 output per 1M tokens
- Speed
- Up to 0.96 tok/s via Mistral AI
Strengths
- Ranks #4 of 10 compared models
- 67th percentile on this benchmark
- C evidence result
Considerations
- This result measures COLLIE, not total model capability
- 05OPGPT-4.5OpenAI
- Score
- 72.3%
- Speed
- Up to 50 tok/s via OpenAI
Strengths
- Ranks #5 of 10 compared models
- 56th percentile on this benchmark
- C evidence result
Considerations
- This result measures COLLIE, not total model capability
Selection summary
Best AI Models for COLLIE
GPT-5 currently leads COLLIE with 99.0%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is COLLIE?
What COLLIE measures and how its scores work.
COLLIE is a grammar-based framework for systematic construction of constrained text generation tasks. It allows specification of rich, compositional constraints across diverse generation levels and modeling challenges including language understanding, logical reasoning, and semantic planning. The COLLIE-v1 dataset contains 2,080 instances across 13 constraint structures.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- COLLIE
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- collie|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about COLLIE.
Which model scores highest on COLLIE?
GPT-5 is currently ranked first with 99.0%.
What does COLLIE measure?
COLLIE is a grammar-based framework for systematic construction of constrained text generation tasks. It allows specification of rich, compositional constraints across diverse generation levels and modeling challenges including language understanding, logical reasoning, and semantic planning. The COLLIE-v1 dataset contains 2,080 instances across 13 constraint structures.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
10 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.