general benchmark
Aider-Polyglot Edit Leaderboard
A multi-language code-editing benchmark containing 225 difficult Exercism programming problems across C++, Go, Java, JavaScript, Python, and Rust.
Updated Sep 5, 2026
Models10
Model coverage10
MetricScore
EvidenceB
Aider-Polyglot Edit Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelDE | Score79.70% | Percentile100.00% | Participants10 | EvidenceC | Evaluated |
| Rank02 | ModelGO | Score72.70% | Percentile88.89% | Participants10 | EvidenceC | Evaluated |
| Rank03 | ModelOP | Score60.40% | Percentile77.78% | Participants10 | EvidenceC | Evaluated |
| Rank04 | ModelOP | Score58.20% | Percentile66.67% | Participants10 | EvidenceC | Evaluated |
| Rank05 | ModelGO | Score56.70% | Percentile55.56% | Participants10 | EvidenceC | Evaluated |
| Rank06 | ModelOP | Score52.90% | Percentile44.44% | Participants10 | EvidenceC | Evaluated |
| Rank07 | ModelOP | Score44.90% | Percentile33.33% | Participants10 | EvidenceC | Evaluated |
| Rank08 | ModelOP | Score31.60% | Percentile22.22% | Participants10 | EvidenceC | Evaluated |
| Rank09 | ModelOP | Score18.20% | Percentile11.11% | Participants10 | EvidenceC | Evaluated |
| Rank10 | ModelOP | Score6.20% | Percentile0.00% | Participants10 | EvidenceC | Evaluated |
Aider-Polyglot Edit Highlights
The leading models and scores on this benchmark.
Aider-Polyglot Edit Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for Aider-Polyglot Edit
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is Aider-Polyglot Edit?
What Aider-Polyglot Edit measures and how its scores work.
A benchmark for evaluating models on code-editing tasks using 225 Exercism programming problems selected because 3 or fewer of 7 top coding models solved them.
It measures solution correctness and proper edit format usage, reported as a Score ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Aider-Polyglot Edit
- Modality
- text
- Primary category
- general
- 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 Aider-Polyglot Edit.
Which model scores highest on Aider-Polyglot Edit?
DeepSeek-V3 is currently ranked first with 79.70%.
What are the top three models on Aider-Polyglot Edit?
The current leaders are DeepSeek-V3 (79.70%), Gemini 2.5 Pro (72.70%), and o3-mini (60.40%).
Which Aider-Polyglot Edit model has the lowest official input price?
GPT-4.1 nano has the lowest matched official input price at $0.10 input / $0.40 output per 1M tokens.
Which models are fastest among Aider-Polyglot Edit results?
The fastest matched records are GPT-4.1 mini (467.39 tok/s via OpenAI), GPT-4.1 nano (138.14 tok/s via OpenAI), and GPT-4o (132.00 tok/s via OpenAI).
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.