Papers by Aditya Singhal
GeoIndia: A Seq2Seq Geocoding Approach for Indian Addresses (2024.emnlp-industry)
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| Challenge: | a new geocoding system for Indian addresses addresses is needed for logistics, urban planning and location-based services. |
| Approach: | They propose a geocoding system for Indian addresses using hierarchical H3-cell prediction using a Seq2Seq framework. |
| Outcome: | The proposed system outperforms existing geocoding platforms in accuracy and reliability across multiple Indian states. |
Common Law Annotations: Investigating the Stability of Dialog System Output Annotations (2023.findings-acl)
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Seunggun Lee, Alexandra DeLucia, Nikita Nangia, Praneeth Ganedi, Ryan Guan, Rubing Li, Britney Ngaw, Aditya Singhal, Shalaka Vaidya, Zijun Yuan, Lining Zhang, João Sedoc
| Challenge: | High agreement is often used to show reliability of annotation procedures, but it is insufficient to ensure or reproducibility. |
| Approach: | They propose a protocol that increases Inter-Annotator Agreement among annotators and a standardized and codified protocol that strictly enforces transparency in the annotation process. |
| Outcome: | The proposed protocol ensures transparency in the annotation process, which ensures reproducibility of annotation guidelines. |