LLM Digest

Story

arxiv_llm_reliability · Oct 23, 2026 · paper

Source brief

SOPO: Socratic Guided Policy Optimization for Span-Level Hallucination Detection

arxiv.orgOct 23, 2026
original source linked

In brief

Large Language Models (LLMs) have gained widespread adoption in various natural language processing tasks, but suffer from hallucination issues where they generate unfaithful or inconsistent content. While Reinforceme...

Feed lens

evaluation

Read the original at arxiv.org →Open in live feed Read that day’s brief

SOPO: Socratic Guided Policy Optimization for Span-Level Hallucination Detection

Earlier in this thread 4 items

External Observers May See More Clearly: Cross-Model Span-Level Hallucination Detection in Large Language Models via Hidden State Probing

Not Every Mention Is a Claim: Rethinking Object Hallucination Detection in Vision-Language Models

Domain-Specific Hallucination Detection in Large Language Models

Prediction of Prediction (PoP): Inter-Layer Activation Fusion for Single-Pass Hallucination Detection in Large Language Models