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Experimental Setup for Evaluating LLM Performance on Biomedical Syllogistic Tasks

13 Dec 2024

Overview of the experimental setup for evaluating LLMs on syllogistic tasks, including modules, parameters, and computational resources used.

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Accessing and Utilizing Pretrained LLMs: A Guide to Mistral AI and Other Open-Source Models"

13 Dec 2024

Learn how to access and utilize pretrained LLMs such as Mistral-7B and BioMistral for advanced natural language processing tasks.

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Reactome Knowledgebase: Gene and Pathway Membership in Disease-Related Pathways

12 Dec 2024

Explore the Reactome knowledgebase, detailing 11,226 protein-coding genes and 15,212 human reactions.

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How to Test Logical Validity in Biomedical Research

12 Dec 2024

Learn about two essential tasks in biomedical reasoning: testing logical validity and selecting the right premises to derive conclusions.

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A Formalization of the SylloBio-NLI Resource Generation Process

11 Dec 2024

This appendix formalizes the process of generating syllogistic inference patterns for biomedical NLI.

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Overcoming Limitations in Scaling Biomedical Syllogistic Reasoning

11 Dec 2024

Exploring the limitations of scaling syllogistic reasoning in biomedical NLI, this work highlights challenges related to knowledge base dependency

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Enhancing Syllogistic Reasoning in Biomedical NLI: Key Insights and Challenges

10 Dec 2024

This work introduces SylloBio-NLI, a framework for evaluating LLMs' syllogistic reasoning in the biomedical domain.

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Testing AI's Ability to Think Logically: A Breakthrough in Biomedical Research

10 Dec 2024

New study tests AI’s ability to solve complex medical logic problems, revealing gaps in reasoning for biomedical applications.

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How Effective Are AI Models at Biomedical Problem Solving?

10 Dec 2024

A study on AI models’ ability to process logical arguments in medicine, revealing challenges with reasoning, accuracy, and handling complex tasks.