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Logical Reasoning Question Answering

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LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image

2024-08-14 · Fan Yang, Sicheng Zhao, Yanhao Zhang, Haoxiang Chen 외

Recent advancements in autonomous driving, augmented reality, robotics, and embodied intelligence have necessitated 3D perception algorithms. However, current 3D perception methods, particularly small models, struggle wi…

Autonomous DrivingLogical ReasoningLogical Reasoning Question Answeringparameter-efficient fine-tuning+1

Reframing Spatial Reasoning Evaluation in Language Models: A Real-World Simulation Benchmark for Qualitative Reasoning

2024-05-23 · Fangjun Li, David C. Hogg, Anthony G. Cohn

Spatial reasoning plays a vital role in both human cognition and machine intelligence, prompting new research into language models' (LMs) capabilities in this regard. However, existing benchmarks reveal shortcomings in e…

Logical Reasoning Question AnsweringSpatial ReasoningVisual Question Answering

RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark

2020-10-29 · EMNLP 2020 11 · Tatiana Shavrina, Alena Fenogenova, Anton Emelyanov, Denis Shevelev 외

In this paper, we introduce an advanced Russian general language understanding evaluation benchmark -- RussianGLUE. Recent advances in the field of universal language models and transformers require the development of a …

Common Sense ReasoningDiagnosticLexical EntailmentLogical Reasoning Question Answering+5

ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning

2020-02-11 · ICLR 2020 1 · Weihao Yu, Zi-Hang Jiang, Yanfei Dong, Jiashi Feng

Recent powerful pre-trained language models have achieved remarkable performance on most of the popular datasets for reading comprehension. It is time to introduce more challenging datasets to push the development of thi…

Logical ReasoningLogical Reasoning Question AnsweringLogical Reasoning Reading ComprehensionMachine Reading Comprehension+2