Research Papers & Publications Archives - expert.ai Artificial Intelligence: Cognitive Computing Company Tue, 02 Apr 2024 16:41:52 +0000 en-US hourly 1 https://wordpress.org/?v=6.5.3 An Energy-Based Comparative Analysis of Common Approaches to Text Classification in the Legal Domain https://www.expert.ai/resource/an-energy-based-comparative-analysis-of-common-approaches-to-text-classification-in-the-legal-domain-2/ Tue, 02 Apr 2024 14:16:20 +0000 https://www.expert.ai/resource/fast-vocabulary-transfer-for-language-model-compression-copy/ In this work, we present a detailed quantitative comparison of LLM and traditional approaches (e.g. SVM) on the LexGLUE benchmark, which takes into account both performance (standard indices) and alternative metrics such as timing, power consumption and cost, in a word: the carbon-footprint.

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]]> Fast Vocabulary Transfer for Language Model Compression https://www.expert.ai/resource/fast-vocabulary-transfer-for-language-model-compression/ Fri, 19 Jan 2024 20:39:01 +0000 https://www.expert.ai/resource/from-diverse-sources-to-a-unified-framework-constructing-an-operational-ontology-for-fire-management-copy/ Real-world business applications require a trade-off between language model performance and size. We propose a new method for model compression that relies on vocabulary transfer.

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]]> From Diverse Sources to a Unified Framework: Constructing an Operational Ontology for Fire Management https://www.expert.ai/resource/from-diverse-sources-to-a-unified-framework-constructing-an-operational-ontology-for-fire-management/ Fri, 19 Jan 2024 20:28:17 +0000 https://www.expert.ai/resource/an-energy-based-comparative-analysis-of-common-approaches-to-text-classification-in-the-legal-domain-copy/ This article outlines the process and efforts undertaken to develop such an ontology, aiming to fill this gap.

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