Reproduce “FactorSpec: Serving Exact Relational Constraints as Speculative Drafts” on OpenResearch

Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.

Universal app for Apple silicon and Intel. Requires macOS 11 or later.

About this paper

Jianchang Su, Dawei Xiang, Wei Zhang

FactorSpec uses structured-output constraints to draft tokens forced by field relations, while feasibility checks keep continuations valid. In trip planning, Qwen3-8B produced valid itineraries for 10% of 999 problems, or 14% with relation-specific retries. At eight requests in flight, it delivered 13.9 times as many valid records per GPU-second as syntax-only baselines; validity covers only declared relations.

Summary by alphaXiv.

Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.