Downey, Doug

Don’t Stop Pretraining: Adapt Language Models to Domains and Tasks

Gururangan, S., Marasović, A., Swayamdipta, S., Lo, K., Beltagy, I., Downey, D., & Smith, N. A. (2020) · Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics

Topic ModelingDomain Adaptation and Few-Shot Learning

Cited by 2,103

Construction of the Literature Graph in Semantic Scholar

Ammar, W., Groeneveld, D., Bhagavatula, C., Beltagy, I., Crawford, M., Downey, D., Dunkelberger, J., Elgohary, A., Feldman, S., Ha, V., et al. (2018) · Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 3 (Industry Papers)

scientometrics and bibliometrics researchTopic Modeling

Cited by 358

SciRepEval: A Multi-Format Benchmark for Scientific Document Representations

Singh, A., D'Arcy, M., Cohan, A., Downey, D., & Feldman, S. (2022) · arXiv

Topic ModelingInformation Retrieval and Search Behavior

Cited by 76

The Semantic Scholar Open Data Platform

Kinney, R., Anastasiades, C., Authur, R., Beltagy, I., Bragg, J., Buraczynski, A., Cachola, I., Candra, S., Chandrasekhar, Y., Cohan, A., et al. (2023) · arXiv

scientometrics and bibliometrics researchSemantic Web and Ontologies

Cited by 64

MARG: Multi-Agent Review Generation for Scientific Papers

D'Arcy, M., Hope, T., Birnbaum, L., & Downey, D. (2024) · arXiv

Academic Writing and PublishingTopic Modeling

Cited by 9

OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs

Asai, A., He, J., Shao, R., Shi, W., Singh, A., Chang, J. C., Lo, K., Soldaini, L., Feldman, S., D'arcy, M., et al. (2024) · arXiv

Topic ModelingInformation Retrieval and Search Behavior

Cited by 7

ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviews

D’Arcy, M., Ross, A., Bransom, E., Kuehl, B., Bragg, J., Hope, T., & Downey, D. (2024) · Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Discourse Analysis in Language StudiesAcademic Writing and Publishing

Cited by 4

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature

Wadden, D., Shi, K., Morrison, J., Li, A., Naik, A., Singh, S., Barzilay, N., Lo, K., Hope, T., Soldaini, L., et al. (2025) · Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

Topic ModelingNatural Language Processing Techniques

Cited by 3

ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviews

D'Arcy, M., Ross, A., Bransom, E., Kuehl, B., Bragg, J., Hope, T., & Downey, D. (2023) · arXiv

Topic ModelingSoftware Engineering Research

Cited by 1