Papers with question generation system
Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation (2021.eacl-main)
Copied to clipboard
| Challenge: | Recent advances in neural retrieval have led to advancements on document, passage and knowledge-base benchmarks. |
| Approach: | They propose an approach to zero-shot learning for passage retrieval that uses synthetic question generation to close this gap. |
| Outcome: | The proposed approach can exceed term-based techniques on document retrieval benchmarks by using domain-targeted synthetic question generation. |
Socratic Pretraining: Question-Driven Pretraining for Controllable Summarization (2023.acl-long)
Copied to clipboard
| Challenge: | Existing methods to control document controllable summarization lack abundant labeled data. |
| Approach: | They propose a question-driven, unsupervised pretraining objective to improve controllability in document controllable summarization tasks. |
| Outcome: | The proposed method outperforms pre-finetuning approaches on QMSum and SQuALITY. |