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Blind Men and the Elephant: Probing the Epistemic Myopia of LLMs under Long-Tail Divergent Knowledge

Paper recorded by Signals 4 on 2026-08-28 in cs.CL. Abstract reproduced from arXiv; link to the original below.

Published 2026-08-28 on arXiv · recorded by Signals 4 on 2026-08-31

Category: cs.CL · 自然语言处理 · first seen 2026-08-31

Abstract

Factual question answering (QA) typically assumes a single canonical answer, obscuring whether large language models (LLMs) retain divergent accounts of long-tail facts. To address this gap, we introduce ElephantBench, a closed-book knowledge probe comprising 1,094 questions generated through an auditable graph-based pipeline. The pipeline retrieves related documents from a low-exposure web corpus

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#174 most recent of 186 cs.CL papers we have recorded · ↑ newer: Ladders in Chaos: When, How, (and Perhaps Why) Does Test-Time Scaling · ↓ older: ContextPilot: Teaching Agents for Proactive Context Management via Fin
Cite this page: Blind Men and the Elephant: Probing the Epistemic Myopia of LLMs under Long-Tail Divergent Knowledge: the #174 most recent of 186 cs.CL papers we have recorded (as of 2026-08-28). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/blind-men-and-the-elephant-probing-the-epistemic-myopia-of-llms-under-long-tail-.html
Free to quote with attribution to “Signals 4 (Signals API)”. Machine-readable: papers.json
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