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MARBLE: Music Audio Representation Benchmark for Universal Evaluation

Neural Information Processing Systems

The authors contributed equally to this work.

BoardgameQA: A Dataset for Natural Language Reasoning with Contradictory Information

Neural Information Processing Systems

Recently, Language Models (LMs) have demonstrated complex reasoning capacities even without any finetuning.

Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark

Neural Information Processing Systems

This is particularly true for language tasks that are culture-dependent.

79358587d84628728199059f648824e6-Supplemental-Conference.pdf

79358587d84628728199059f648824e6-Paper-Conference.pdf

77e59fafe99e94f822e79bf9308ec377-Paper-Conference.pdf

764ba7236fb63743014fafbd87dd4f0e-Paper-Conference.pdf

Adversarial Self-Training Improves Robustness and Generalization for Gradual Domain Adaptation

Neural Information Processing Systems

Empirically, the gradual self-training method greatly improves the target domain's accuracy compared

Deep Reinforcement Learning with Plasticity Injection

Neural Information Processing Systems

The applications of this intervention are two-fold: first, as a diagnostic tool -- if injection increases the performance, we may conclude that an agent's network was losing its plasticity.

Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning

Neural Information Processing Systems

In this work, we aim to address the problem of DP for transfer learning, i.e., how to