How AI is applied across API Evangelist and APIs.io. Read my AI disclosure →
API Evangelist API Evangelist
Discovery
Learnings
Guidance
Toolbox
Alignment
API Evangelist LLC

ComplexConstraints: A Benchmark for Entangled Instruction Following

calendar_today June 6, 2026 person domain surge-ai

Surge AI introduces ComplexConstraints, a new instruction-following benchmark featuring 75 expert-crafted prompts with 1,559 evaluation rubrics that test interdependent constraints reflecting real professional work. Training a Qwen3-4B model on the accompanying dataset improved performance on ComplexConstraints itself while also generalizing to other benchmarks, boosting AdvancedIF scores by 8.45 percentage points and MultiChallenge scores by 10.1 percentage points.

open_in_new Read original post