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BAMBOO: A Comprehensive Benchmark for Evaluating Long Text Modeling Capacities of Large Language Models (2024.lrec-main)

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Challenge: Existing long context models suffer from performance decline when the input text exceeds their length limit.
Approach: They propose a multi-task long context benchmark to evaluate LLMs' long context ability using 10 datasets from 5 different NLP tasks.
Outcome: The proposed model covers 5 domains and core capacities of large language models.

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