Papers by Rohit Gupta
Weaver: Interweaving SQL and LLM for Table Reasoning (2025.emnlp-main)
Copied to clipboard
| Challenge: | Existing approaches that combine SQL and LLM rely on rigid workflows . Tables play a critical role across various domains such as finance, healthcare and scientific research . |
| Approach: | Weaver is a modular pipeline that integrates SQL and LLM for table-based question answering. |
| Outcome: | Weaver outperforms state-of-the-art methods on four Table QA datasets. |
ViLL-E: Video LLM Embeddings for Retrieval (2026.acl-long)
Copied to clipboard
| Challenge: | Video Large Language Models excel at video understanding tasks where outputs are textual . however, they underperform specialized embedding-based models in Retrieval tasks . |
| Approach: | They propose a video-LLM-based model with an embedding generation mechanism that allows the model to "think longer" for complex videos and stop early for easy ones. |
| Outcome: | The proposed model outperforms specialized embedding-based models in video understanding tasks while remaining competitive on VideoQA tasks. |