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MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations
However, there's a lack of insight into how these models perform in terms
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Zipfian Whitening
The word embedding space in neural models is skewed, and correcting this can improve task performance.
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- Europe > Croatia > Primorje-Gorski Kotar County > Rijeka (0.04)
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- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.94)
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- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.93)
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- Information Technology > Artificial Intelligence > Vision (1.00)
- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.94)
- Information Technology > Sensing and Signal Processing > Image Processing (0.68)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.46)
Improving Gloss-free Sign Language Translation by Reducing Representation Density
Sign languages are the primary form of communication for millions of deaf individuals.
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- Europe > Italy > Friuli Venezia Giulia > Trieste Province > Trieste (0.04)
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- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.93)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty (0.68)
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- North America > United States > Minnesota > Hennepin County > Minneapolis (0.14)
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TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph
Reasoning over TKGs has two challenges: 1.
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Temporal Reasoning (0.51)
- Information Technology > Artificial Intelligence > Natural Language > Question Answering (0.47)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Semantic Networks (0.42)
LEACE: Perfect linear concept erasure in closed form
Concept erasure aims to remove specified features from a representation. It can improve fairness (e.g.
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- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.14)
- North America > United States > Massachusetts > Middlesex County > Cambridge (0.04)
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- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Regression (0.46)
- Information Technology > Artificial Intelligence > Machine Learning > Performance Analysis > Accuracy (0.46)
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