CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs

Lukas Thoma; Ivonne Weyers; Erion Çano; Stefan Schweter; Jutta L Mueller; Benjamin Roth

doi:10.18653/v1/2023.conll-babylm.15

CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs

Lukas Thoma, Ivonne Weyers, Erion Çano, Stefan Schweter, Jutta L Mueller, Benjamin Roth

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Anthology ID:: 2023.conll-babylm.15
Volume:: Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning
Month:: December
Year:: 2023
Address:: Singapore
Editors:: Alex Warstadt, Aaron Mueller, Leshem Choshen, Ethan Wilcox, Chengxu Zhuang, Juan Ciro, Rafael Mosquera, Bhargavi Paranjabe, Adina Williams, Tal Linzen, Ryan Cotterell
Venues:: CoNLL | BabyLM | WS
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 180–185
Language:
URL:: https://aclanthology.org/2023.conll-babylm.15/
DOI:: 10.18653/v1/2023.conll-babylm.15
Bibkey:
Cite (ACL):: Lukas Thoma, Ivonne Weyers, Erion Çano, Stefan Schweter, Jutta L Mueller, and Benjamin Roth. 2023. CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs. In Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning, pages 180–185, Singapore. Association for Computational Linguistics.
Cite (Informal):: CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs (Thoma et al., CoNLL-BabyLM 2023)
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PDF:: https://aclanthology.org/2023.conll-babylm.15.pdf

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@inproceedings{thoma-etal-2023-cogmemlm,
    title = "{C}og{M}em{LM}: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of {LLM}s",
    author = "Thoma, Lukas  and
      Weyers, Ivonne  and
      {\c{C}}ano, Erion  and
      Schweter, Stefan  and
      Mueller, Jutta L  and
      Roth, Benjamin",
    editor = "Warstadt, Alex  and
      Mueller, Aaron  and
      Choshen, Leshem  and
      Wilcox, Ethan  and
      Zhuang, Chengxu  and
      Ciro, Juan  and
      Mosquera, Rafael  and
      Paranjabe, Bhargavi  and
      Williams, Adina  and
      Linzen, Tal  and
      Cotterell, Ryan",
    booktitle = "Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning",
    month = dec,
    year = "2023",
    address = "Singapore",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.conll-babylm.15/",
    doi = "10.18653/v1/2023.conll-babylm.15",
    pages = "180--185"
}

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%0 Conference Proceedings
%T CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs
%A Thoma, Lukas
%A Weyers, Ivonne
%A Çano, Erion
%A Schweter, Stefan
%A Mueller, Jutta L.
%A Roth, Benjamin
%Y Warstadt, Alex
%Y Mueller, Aaron
%Y Choshen, Leshem
%Y Wilcox, Ethan
%Y Zhuang, Chengxu
%Y Ciro, Juan
%Y Mosquera, Rafael
%Y Paranjabe, Bhargavi
%Y Williams, Adina
%Y Linzen, Tal
%Y Cotterell, Ryan
%S Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning
%D 2023
%8 December
%I Association for Computational Linguistics
%C Singapore
%F thoma-etal-2023-cogmemlm
%R 10.18653/v1/2023.conll-babylm.15
%U https://aclanthology.org/2023.conll-babylm.15/
%U https://doi.org/10.18653/v1/2023.conll-babylm.15
%P 180-185

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Markdown (Informal)

[CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs](https://aclanthology.org/2023.conll-babylm.15/) (Thoma et al., CoNLL-BabyLM 2023)

CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs (Thoma et al., CoNLL-BabyLM 2023)

ACL

Lukas Thoma, Ivonne Weyers, Erion Çano, Stefan Schweter, Jutta L Mueller, and Benjamin Roth. 2023. CogMemLM: Human-Like Memory Mechanisms Improve Performance and Cognitive Plausibility of LLMs. In Proceedings of the BabyLM Challenge at the 27th Conference on Computational Natural Language Learning, pages 180–185, Singapore. Association for Computational Linguistics.