MEDIAREF is a publicly available knowledge store of documents from 200 media sources that enables low-cost, reproducible evaluation of media background check generation for fact-checking systems.
Why so gullible? enhancing the robustness of retrieval- augmented models against counterfactual noise,
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
MACR adaptively assesses LLM confidence via semantic entropy then applies inductive multi-agent reasoning with rule-induction, conflict-analysis, and resolution agents to handle unreliable parametric and contextual knowledge.
citing papers explorer
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Know Your Source: A Public Knowledge Store for Media Background Checks
MEDIAREF is a publicly available knowledge store of documents from 200 media sources that enables low-cost, reproducible evaluation of media background check generation for fact-checking systems.
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Navigating Unreliable Parametric and Contextual Knowledge: Explicit Knowledge Conflict Resolution for LLM Inference
MACR adaptively assesses LLM confidence via semantic entropy then applies inductive multi-agent reasoning with rule-induction, conflict-analysis, and resolution agents to handle unreliable parametric and contextual knowledge.