Data Party THU

Jul 8, 2026 · Artificial Intelligence

Closing the Legal Judgment Gap: Evidence‑Based Fact Prediction (LFP) & LFPBench

This article surveys the shortcomings of current legal judgment prediction, proposes the evidence‑driven Legal Fact Prediction (LFP) paradigm, details the construction of the LFPBench benchmark, and presents extensive experiments with GPT‑4o, Claude 3.5 Sonnet and domain‑specific LLMs that cut average accuracy loss by 38.5%, while also examining ethical concerns, bias, and future research challenges.