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LLM verification

2 articles · Page 1 of 1
Linyb Geek Road
Linyb Geek Road
Sep 28, 2026 · Artificial Intelligence

Jev Decision Model: Extracting Structured Judgments from LLMs for Code-Driven Routing

This article details the Jev decision model from TypeSafe, which provides typed answers (Choice, Score, Noul) with probabilities instead of text, enabling code-driven routing, verification, and retrieval reranking with lower latency and cost than LLMs, while explaining its four architectural patterns, confidence gating, atomic decomposition, and limitations.

AI-powered softwareJevLLM verification
0 likes · 25 min read
Jev Decision Model: Extracting Structured Judgments from LLMs for Code-Driven Routing
Machine Heart
Machine Heart
Jun 24, 2026 · Artificial Intelligence

STAR‑PólyaMath Beats GPT‑5.5 by 13.5% on Apex Benchmark Across Eight Major Math Competitions

STAR‑PólyaMath, a multi‑agent reasoning system from T‑STAR Lab and Microsoft Research, introduces an exploration‑reasoning‑verification harness that outperforms GPT‑5.5 on the toughest MathArena Apex 2025 problems by 13.5% and achieves perfect scores on six other top math competition benchmarks.

GPT-5.5LLM verificationSTAR-PólyaMath
0 likes · 15 min read
STAR‑PólyaMath Beats GPT‑5.5 by 13.5% on Apex Benchmark Across Eight Major Math Competitions