“New, improved multiple-choice TruthfulQA” by Owain_Evans, James Chua, Steph Lin
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TLDR: There is a potential issue with the multiple-choice versions of our TruthfulQA benchmark (a test of truthfulness in LLMs), which could lead to inflated model scores. This issue was analyzed by a helpful post by Alex Turner (@TurnTrout). We created a new multiple-choice version of TruthfulQA that fixes the issue. We compare models on the old and new versions and find very similar performance. This suggests that models are not exploiting the issue in the old versions to a significant extent, and so past results on the old versions are likely valid. Nevertheless, we strongly recommend using the new version going forward because future models may exploit the issue.

** Background** TruthfulQA, introduced in 2021, is a benchmark designed to assess the truthfulness of large language models in answering questions. The benchmark focuses on detecting imitative falsehoods: errors that arise from training models on internet text [...]

Outline:

(00:51) Background

(02:36) New binary-choice setting

(03:46) Comparison between binary and multiple-choice

(04:58) Correlation between general capabilities and scores on TruthfulQA

First published: January 15th, 2025

Source: https://www.lesswrong.com/posts/Bunfwz6JsNd44kgLT/new-improved-multiple-choice-truthfulqa)

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