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IFBench

Frontier

Instruction-following benchmark measuring adherence to multi-step constraints.

Published
Jun 2025

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Attribution

Leaderboard scores
AA
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Top score 82.9% by MiniMax M3 (batch) - 326 models reporting (68 frontier)

Score history

326
0%25%50%75%100%Sep 23Apr 24Nov 24Jun 25Jan 26Mistral 7B InstructClaude 3 HaikuLlama 3.1 Instruct 405BClaude 3.5 Haikuo3 (batch)GPT-5 Codex (batch)Gemini 3 Flash Preview (batch)Nemotron Cascade 2 30B A3BMiniMax M3 (batch)

Top models

326
IFBenchBar chart with 21 bars. Highest value: MiniMax M3 (batch) at 82.9.
21 models

Related tools

3
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Implementations, trainers, datasets and scaffolds linked to this eval.

FAQ

What is IFBench?
Instruction-following benchmark measuring adherence to multi-step constraints.
What is the current top score on IFBench?
The top reported score is 82.9% by MiniMax M3 (batch), across 326 models reporting (68 from frontier labs).
How can a model improve its IFBench score?
Tools linked to IFBench on Sophon include Ifbench RL Env (Community), Ifbench RL Env (Prime Intellect), Ifbench RL Env (Community) - RL environments, datasets, and scaffolds that target this eval.