4 papers
Zero-Shot Keyphrase Generation: Investigating Specialized Instructions and Multi-Sample Aggregation on Large Language Models
Jayanth Mohan, Jishnu Ray Chowdhury, Tomas Malik +1
Keyphrases are the essential topical phrases that summarize a document. Keyphrase generation is a long-standing NLP task for automatically generating keyphrases for a given documen…
Zero-Shot Verification-guided Chain of Thoughts
Jishnu Ray Chowdhury, Cornelia Caragea
Previous works have demonstrated the effectiveness of Chain-of-Thought (COT) prompts and verifiers in guiding Large Language Models (LLMs) through the space of reasoning. However,…
Investigating Recurrent Transformers with Dynamic Halt
Jishnu Ray Chowdhury, Cornelia Caragea
In this paper, we comprehensively study the inductive biases of two major approaches to augmenting Transformers with a recurrent mechanism: (1) the approach of incorporating a dept…
On the Design Space Between Transformers and Recursive Neural Nets
Jishnu Ray Chowdhury, Cornelia Caragea
In this paper, we study two classes of models, Recursive Neural Networks (RvNNs) and Transformers, and show that a tight connection between them emerges from the recent development…