| Directed evolution: methodologies and applications Y Wang, P Xue, M Cao, T Yu, ST Lane, H Zhao Chemical reviews 121 (20), 12384-12444, 2021 | 287 | 2021 |
| Generating training data with language models: Towards zero-shot language understanding Y Meng, J Huang, Y Zhang, J Han Advances in Neural Information Processing Systems 35, 462-477, 2022 | 125 | 2022 |
| ECNet is an evolutionary context-integrated deep learning framework for protein engineering Y Luo, G Jiang, T Yu, Y Liu, L Vo, H Ding, Y Su, WW Qian, H Zhao, J Peng Nature communications 12 (1), 5743, 2021 | 103 | 2021 |
| Towards a unified multi-dimensional evaluator for text generation M Zhong, Y Liu, D Yin, Y Mao, Y Jiao, P Liu, C Zhu, H Ji, J Han arXiv preprint arXiv:2210.07197, 2022 | 102 | 2022 |
| Enzyme function prediction using contrastive learning T Yu, H Cui, JC Li, Y Luo, G Jiang, H Zhao Science 379 (6639), 1358-1363, 2023 | 101 | 2023 |
| Translation between molecules and natural language C Edwards, T Lai, K Ros, G Honke, K Cho, H Ji arXiv preprint arXiv:2204.11817, 2022 | 89 | 2022 |
| Closed-loop optimization of general reaction conditions for heteroaryl Suzuki-Miyaura coupling NH Angello, V Rathore, W Beker, A Wołos, ER Jira, R Roszak, TC Wu, ... Science 378 (6618), 399-405, 2022 | 78 | 2022 |
| Text2mol: Cross-modal molecule retrieval with natural language queries C Edwards, CX Zhai, H Ji Proceedings of the 2021 Conference on Empirical Methods in Natural Language …, 2021 | 70 | 2021 |
| Joint biomedical entity and relation extraction with knowledge-enhanced collective inference T Lai, H Ji, CX Zhai, QH Tran arXiv preprint arXiv:2105.13456, 2021 | 64 | 2021 |
| Distantly-supervised named entity recognition with noise-robust learning and language model augmented self-training Y Meng, Y Zhang, J Huang, X Wang, Y Zhang, H Ji, J Han arXiv preprint arXiv:2109.05003, 2021 | 63 | 2021 |
| Chemical-reaction-aware molecule representation learning H Wang, W Li, X Jin, K Cho, H Ji, J Han, MD Burke arXiv preprint arXiv:2109.09888, 2021 | 51 | 2021 |
| Topic discovery via latent space clustering of pretrained language model representations Y Meng, Y Zhang, J Huang, Y Zhang, J Han Proceedings of the ACM Web Conference 2022, 3143-3152, 2022 | 48 | 2022 |
| From Solution to Thin Film: Molecular Assembly of π-Conjugated Systems and Impact on (Opto) electronic Properties A Khasbaatar, Z Xu, JH Lee, G Campillo-Alvarado, C Hwang, ... Chemical Reviews, 2023 | 39 | 2023 |
| Machine learning-enabled retrobiosynthesis of molecules T Yu, AG Boob, MJ Volk, X Liu, H Cui, H Zhao Nature Catalysis 6 (2), 137-151, 2023 | 34 | 2023 |
| Ucphrase: Unsupervised context-aware quality phrase tagging X Gu, Z Wang, Z Bi, Y Meng, L Liu, J Han, J Shang Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data …, 2021 | 33 | 2021 |
| Tuning language models as training data generators for augmentation-enhanced few-shot learning Y Meng, M Michalski, J Huang, Y Zhang, T Abdelzaher, J Han International Conference on Machine Learning, 24457-24477, 2023 | 31 | 2023 |
| ChemNER: fine-grained chemistry named entity recognition with ontology-guided distant supervision X Wang, V Hu, X Song, S Garg, J Xiao, J Han Proceedings of the 2021 Conference on Empirical Methods in Natural Language …, 2021 | 30 | 2021 |
| BERT might be overkill: A tiny but effective biomedical entity linker based on residual convolutional neural networks T Lai, H Ji, CX Zhai arXiv preprint arXiv:2109.02237, 2021 | 28 | 2021 |
| Fine-grained information extraction from biomedical literature based on knowledge-enriched abstract meaning representation Z Zhang, NN Parulian, H Ji, AS Elsayed, S Myers, M Palmer Proc. The Joint Conference of the 59th Annual Meeting of the Association for …, 2021 | 28 | 2021 |
| Digitizing chemical synthesis in 3D printed reactionware A Bubliauskas, DJ Blair, H Powell‐Davies, PJ Kitson, MD Burke, L Cronin Angewandte Chemie 134 (24), e202116108, 2022 | 23 | 2022 |
Jiawei HanAbel Bliss Professor of Computer Science, University of IllinoisVerified email at cs.uiuc.edu
