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        <title>Ellipsis-Dependent Reasoning: a New Challenge for Large Language Models</title>
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            <namePart type="given">Anna</namePart>
            <namePart type="family">Rogers</namePart>
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    <abstract>We propose a novel challenge for large language models: ellipsis-dependent reasoning. We define several structures of paired examples, where an ellipsis example is matched to its non-ellipsis counterpart, and a question is posed which requires resolution of the ellipsis. Test results show that the best models perform well on non-elliptical examples but struggle with all but the simplest ellipsis structures.</abstract>
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    <identifier type="doi">10.18653/v1/2023.acl-short.4</identifier>
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%0 Conference Proceedings
%T Ellipsis-Dependent Reasoning: a New Challenge for Large Language Models
%A Hardt, Daniel
%Y Rogers, Anna
%Y Boyd-Graber, Jordan
%Y Okazaki, Naoaki
%S Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)
%D 2023
%8 July
%I Association for Computational Linguistics
%C Toronto, Canada
%F hardt-2023-ellipsis
%X We propose a novel challenge for large language models: ellipsis-dependent reasoning. We define several structures of paired examples, where an ellipsis example is matched to its non-ellipsis counterpart, and a question is posed which requires resolution of the ellipsis. Test results show that the best models perform well on non-elliptical examples but struggle with all but the simplest ellipsis structures.
%R 10.18653/v1/2023.acl-short.4
%U https://aclanthology.org/2023.acl-short.4
%U https://doi.org/10.18653/v1/2023.acl-short.4
%P 39-47

Markdown (Informal)

[Ellipsis-Dependent Reasoning: a New Challenge for Large Language Models](https://aclanthology.org/2023.acl-short.4) (Hardt, ACL 2023)

• Ellipsis-Dependent Reasoning: a New Challenge for Large Language Models (Hardt, ACL 2023)

ACL

• Daniel Hardt. 2023. Ellipsis-Dependent Reasoning: a New Challenge for Large Language Models. In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), pages 39–47, Toronto, Canada. Association for Computational Linguistics.