Papers by Rajaswa Patil
Program Synthesis for Complex QA on Charts via Probabilistic Grammar Based Filtered Iterative Back-Translation (2023.findings-eacl)
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Shabbirhussain Bhaisaheb, Shubham Paliwal, Rajaswa Patil, Manasi Patwardhan, Lovekesh Vig, Gautam Shroff
| Challenge: | Current chart-based Question Answering approaches address structural, visual or simple data retrieval-type questions with fixed-vocabulary answers. |
| Approach: | They employ a neural semantic parser to transform NL questions into SQL programs . they use a probabilistic context-free grammar to generate NL queries from a schema . |
| Outcome: | The proposed approach achieves State-of-the-Art (SOTA) results on reasoning-based queries. |
DRIFT: A Toolkit for Diachronic Analysis of Scientific Literature (2021.emnlp-demo)
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| Challenge: | a tool for the diachronic analysis of research corpora is open source . the tool is based on well-cited research, with some of our own methods added for good measure. |
| Approach: | They propose an application for the diachronic analysis of research corpora . they collate key words from well-cited research and add some of their own methods . |
| Outcome: | The proposed tool is open source and easy to use. |