On the opportunities and risks of foundation models R Bommasani, DA Hudson, E Adeli, R Altman, S Arora, S von Arx, ... arXiv preprint arXiv:2108.07258, 2021 | 3348 | 2021 |
ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT O Khattab, M Zaharia Proceedings of the 43rd International ACM SIGIR Conference on Research and …, 2020 | 1103 | 2020 |
Holistic evaluation of language models P Liang, R Bommasani, T Lee, D Tsipras, D Soylu, M Yasunaga, Y Zhang, ... Transactions on Machine Learning Research (TMLR), 2023, 2022 | 795 | 2022 |
ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction K Santhanam*, O Khattab*, J Saad-Falcon, C Potts, M Zaharia Proceedings of the 2022 Conference of the North American Chapter of the …, 2022 | 290 | 2022 |
Demonstrate-search-predict: Composing retrieval and language models for knowledge-intensive nlp O Khattab, K Santhanam, XL Li, D Hall, P Liang, C Potts, M Zaharia arXiv preprint arXiv:2212.14024, 2022 | 139 | 2022 |
Learning passage impacts for inverted indexes A Mallia, O Khattab, T Suel, N Tonellotto Proceedings of the 44th International ACM SIGIR Conference on Research and …, 2021 | 138 | 2021 |
Relevance-guided Supervision for OpenQA with ColBERT O Khattab, C Potts, M Zaharia Transactions of the Association for Computational Linguistics 9, 929-944, 2021 | 88 | 2021 |
DSPy: Compiling Declarative Language Model Calls into Self-improving Pipelines O Khattab, P Singhvi, Arnav, Maheshwari, Z Zhang, K Santhanam, ... The Twelfth International Conference on Learning Representations (ICLR'24), 2024 | 68 | 2024 |
PLAID: An Efficient Engine for Late Interaction Retrieval K Santhanam*, O Khattab*, C Potts, M Zaharia Proceedings of the 31st ACM International Conference on Information and …, 2022 | 52 | 2022 |
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval O Khattab, C Potts, M Zaharia Thirty-Fifth Conference on Neural Information Processing Systems (NeurIPS'21), 2021 | 50 | 2021 |
Hindsight: Posterior-guided training of retrievers for improved open-ended generation A Paranjape, O Khattab, C Potts, M Zaharia, CD Manning Proceedings of The Tenth International Conference on Learning …, 2022 | 43 | 2022 |
ARES: An automated evaluation framework for retrieval-augmented generation systems J Saad-Falcon, O Khattab, C Potts, M Zaharia NAACL 2024, 2024 | 32 | 2024 |
Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reduction S Hofstätter, O Khattab, S Althammer, M Sertkan, A Hanbury Proceedings of the 31st ACM International Conference on Information and …, 2022 | 28 | 2022 |
LA3: A scalable link-and locality-aware linear algebra-based graph analytics system Y Ahmad, O Khattab, A Malik, A Musleh, M Hammoud, M Kutlu, ... Proceedings of the VLDB Endowment 11 (8), 920-933, 2018 | 19 | 2018 |
Finding the best of both worlds: Faster and more robust top-k document retrieval O Khattab, M Hammoud, T Elsayed Proceedings of the 43rd International ACM SIGIR Conference on Research and …, 2020 | 17 | 2020 |
Moving beyond downstream task accuracy for information retrieval benchmarking K Santhanam, J Saad-Falcon, M Franz, O Khattab, A Sil, R Florian, ... ACL 2023 Findings, 2022 | 7 | 2022 |
PolyHJ: A polymorphic main-memory hash join paradigm for multi-core machines O Khattab, M Hammoud, O Shekfeh Proceedings of the 27th ACM International Conference on Information and …, 2018 | 7 | 2018 |
Image and Data Mining in Reticular Chemistry Powered by GPT-4V Z Zheng, Z He, O Khattab, N Rampal, MA Zaharia, C Borgs, JT Chayes, ... Digital Discovery, 2024 | 6 | 2024 |
UDAPDR: unsupervised domain adaptation via LLM prompting and distillation of rerankers J Saad-Falcon, O Khattab, K Santhanam, R Florian, M Franz, S Roukos, ... EMNLP 2023, 2023 | 6 | 2023 |
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines A Singhvi, M Shetty, S Tan, C Potts, K Sen, M Zaharia, O Khattab arXiv preprint arXiv:2312.13382, 2023 | 5 | 2023 |