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LLM Stats
Multi-IF
Multi-IF benchmarks LLMs on multi-turn and multilingual instruction following. It expands upon IFEval by incorporating multi-turn sequences and translating English prompts into 7 other languages, resulting in 4,501 multilingual conversations with three turns each. The benchmark reveals that current leading LLMs struggle with maintaining accuracy in multi-turn instructions and shows higher error rates for non-Latin script languages.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 23
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Qwen3-235B-A22B-Thinking-2507 | 0.806 | Not recorded | Not recorded | 2025-07-25 · model_announcement | LLM Stats |
| LFM2.5-2.6B | 0.8007 | Not recorded | Not recorded | 2026-08-04 · model_announcement | LLM Stats |
| o3-mini | 0.795 | Not recorded | Not recorded | 2025-01-30 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Thinking | 0.791 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 32B Thinking | 0.78 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3-Next-80B-A3B-Thinking | 0.778 | Not recorded | Not recorded | 2025-09-10 · model_announcement | LLM Stats |
| Qwen3-235B-A22B-Instruct-2507 | 0.775 | Not recorded | Not recorded | 2025-07-22 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Instruct | 0.763 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3-Next-80B-A3B-Instruct | 0.758 | Not recorded | Not recorded | 2025-09-10 · model_announcement | LLM Stats |
| Qwen3 VL 8B Instruct | 0.751 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 8B Thinking | 0.751 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 4B Thinking | 0.736 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Thinking | 0.73 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Qwen3 30B A3B | 0.722 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Qwen3 VL 32B Instruct | 0.72 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| GPT-4.1 | 0.708 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| GPT-4.5 | 0.708 | Not recorded | Not recorded | 2025-02-27 · model_announcement | LLM Stats |
| GPT-4.1 mini | 0.67 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| Qwen3 VL 30B A3B Instruct | 0.661 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| GPT-4o | 0.609 | Not recorded | Not recorded | 2024-08-06 · model_announcement | LLM Stats |
| LFM2.5-VL-3B | 0.594 | Not recorded | Not recorded | 2026-08-12 · model_announcement | LLM Stats |
| GPT-4.1 nano | 0.572 | Not recorded | Not recorded | 2025-04-14 · model_announcement | LLM Stats |
| North Micro Vision Instruct | 0.373 | Not recorded | Not recorded | 2026-08-12 · model_announcement | LLM Stats |