337 citations · 699 across the 35 of their papers we have counts for
3 papers · 1 filter
Training with Ciphers to Enhance In-Context Terminology Learning For Translation from Rare Languages
Deevyanshu Malu, Deeptanshu Malu, Sunita Sarawagi
Fine-tuning LLMs with in-context examples (IC-Train) lets translation models adapt to new parallel data at deployment, but it is unclear whether they actually learn the translation…
Towards Universal Calibration for In-Context Classification
Awik Dhar, Sunita Sarawagi, Arpit Agarwal
In-Context Learning (ICL) has received a lot of interest recently due to its ability to improve classification accuracy for new tasks without having to fine-tune the model over the…
Surprising Effectiveness of Self-Demonstrations in Enhancing Schema-Ontology Mapping with LLMs
Siddhesh Thombre, Manasi Patwardhan, Sunita Sarawagi
Integrating heterogeneous relational databases into a centralized ontology remains a persistent challenge in enterprise knowledge representation, primarily due to semantic heteroge…