Relevant or Random: Can LLMs Truly Perform Analogical Reasoning?

no code implementations • 19 Apr 2024 • Chengwei Qin, Wenhan Xia, Tan Wang, Fangkai Jiao, Yuchen Hu, Bosheng Ding, Ruirui Chen, Shafiq Joty

One key finding in psychology is that compared with irrelevant past experiences, recalling relevant ones can help humans better handle new tasks.

GSM8K

Lifelong Event Detection with Embedding Space Separation and Compaction

no code implementations • 3 Apr 2024 • Chengwei Qin, Ruirui Chen, Ruochen Zhao, Wenhan Xia, Shafiq Joty

However, the simple combination of memory data and new-task samples can still result in substantial forgetting of previously acquired knowledge, which may occur due to the potential overlap between the feature distribution of new data and the previously learned embedding space.

Event Detection Transfer Learning

CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes

no code implementations • 1 Apr 2024 • Ting En Lam, Yuhan Chen, Elston Tan, Eric Peh, Ruirui Chen, Paritosh Parmar, Basura Fernando

We will release our dataset, codes, and models to help future efforts in this domain.

Question Answering Video Question Answering