AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

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.

评测信息与证据

来源
LLM Stats
发布者
未收录
评测发布日期
未收录
采集日期
2026-08-17
模态
text

本站保留来源报告的结果,不代表独立复测。请先核对任务版本、评测协议、分数单位和报告日期;不同运行条件不能直接合并为统一排名。

原始资料

报告成绩 23

按来源中的观察顺序展示,顺序不代表排名。日期保留原始精度。

模型数值单位协议报告日期与口径来源
Qwen3-235B-A22B-Thinking-25070.806未收录未收录2025-07-25 · model_announcementLLM Stats
LFM2.5-2.6B0.8007未收录未收录2026-08-04 · model_announcementLLM Stats
o3-mini0.795未收录未收录2025-01-30 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.791未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.78未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Thinking0.778未收录未收录2025-09-10 · model_announcementLLM Stats
Qwen3-235B-A22B-Instruct-25070.775未收录未收录2025-07-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.763未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Instruct0.758未收录未收录2025-09-10 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.751未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.751未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.736未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.73未收录未收录2025-09-22 · model_announcementLLM Stats
Qwen3 30B A3B0.722未收录未收录2025-04-29 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.72未收录未收录2025-09-22 · model_announcementLLM Stats
GPT-4.10.708未收录未收录2025-04-14 · model_announcementLLM Stats
GPT-4.50.708未收录未收录2025-02-27 · model_announcementLLM Stats
GPT-4.1 mini0.67未收录未收录2025-04-14 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.661未收录未收录2025-09-22 · model_announcementLLM Stats
GPT-4o0.609未收录未收录2024-08-06 · model_announcementLLM Stats
LFM2.5-VL-3B0.594未收录未收录2026-08-12 · model_announcementLLM Stats
GPT-4.1 nano0.572未收录未收录2025-04-14 · model_announcementLLM Stats
North Micro Vision Instruct0.373未收录未收录2026-08-12 · model_announcementLLM Stats