---
title: "Doug Downey — all works — Elamur Research"
description: "All 29 works of Doug Downey in the Elamur Research library, the most cited first: our summaries where we have them, else the original."
canonical: "https://research.elamur.ai/free/en/authors/doug-downey/works/"
---
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# Doug Downey — all works

29 works · [← Doug Downey](https://md.research.elamur.ai/free/en/authors/doug-downey/)

1. **[Don't Stop Pretraining: Adapt Language Models to Domains and Tasks ↗](https://aclanthology.org/2020.acl-main.740/) Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics · no summary yet**Suchin Gururangan et al.*2020 · 3,079 citations*
2. **[Web-scale information extraction in knowitall ↗](https://doi.org/10.1145/988672.988687) International World Wide Web Conference (WWW) · no summary yet**Oren Etzioni et al.*2004 · 804 citations*
3. **[SPECTER: Document-level Representation Learning using Citation-informed Transformers](https://md.research.elamur.ai/free/en/papers/cohan-2020-specter-document-level-representation-learning/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Arman Cohan, Sergey Feldman, Iz Beltagy, et al.*2020 · 697 citations*
4. **[Construction of the Literature Graph in Semantic Scholar](https://md.research.elamur.ai/free/en/papers/ammar-2018-construction-literature-graph-semantic-scholar/) [Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)](https://md.research.elamur.ai/free/en/venues/naacl/)**Waleed Ammar, Dirk Groeneveld, Chandra Bhagavatula, et al.*2018 · 400 citations*
5. [**Abductive Commonsense Reasoning**Chandra Bhagavatula, Ronan Le Bras, Chaitanya Malaviya, et al.*English · 309 citations*](https://md.research.elamur.ai/free/en/papers/bhagavatula-2019-abductive-commonsense-reasoning/)
6. **[A Probabilistic Model of Redundancy in Information Extraction ↗](https://doi.org/10.21236/ada454763) no summary yet**Doug Downey, Oren Etzioni, Stephen G. Soderland*2006 · 203 citations*
7. **[Generative Data Augmentation for Commonsense Reasoning](https://md.research.elamur.ai/free/en/papers/yang-2020-generative-data-augmentation-commonsense-reasoning/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Yiben Yang, Chaitanya Malaviya, Jared Fernandez, et al.*2020 · 198 citations*
8. **[Locating complex named entities in web text ↗](https://openalex.org/W1505544955) no summary yet**Doug Downey, Matthew Broadhead, Oren Etzioni*2007 · 188 citations*
9. **[Few-Shot Self-Rationalization with Natural Language Prompts](https://md.research.elamur.ai/free/en/papers/marasovic-2022-few-shot-self-rationalization-natural/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Ana Marasovic, Iz Beltagy, Doug Downey, et al.*2022 · 134 citations*
10. **[SciMON: Scientific Inspiration Machines Optimized for Novelty ↗](https://doi.org/10.18653/v1/2024.acl-long.18) arXiv:2305.14259 · no summary yet**Qingyun Wang et al.*2023 · 131 citations*
11. **[SciRepEval: A Multi-Format Benchmark for Scientific Document Representations ↗](https://aclanthology.org/2023.emnlp-main.338/) Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing · no summary yet**Amanpreet Singh et al.*2023 · 128 citations*
12. **[The Semantic Scholar Open Data Platform ↗](https://arxiv.org/abs/2301.10140) arXiv (Cornell University) · no summary yet**Rodney Kinney et al.*2023 · 126 citations*
13. **[Methods for domain-independent information extraction from the web: an experimental comparison ↗](https://openalex.org/W1509595041) no summary yet**Oren Etzioni et al.*2004 · 122 citations*
14. **[CODAH: An Adversarially-Authored Question Answering Dataset for Common Sense](https://md.research.elamur.ai/free/en/papers/chen-2019-codah-adversarially-authored-question-answering/) [Workshop on Evaluating Vector Space Representations for NLP](https://md.research.elamur.ai/free/en/venues/workshop-on-evaluating-vector-space-representations-for-nlp/)**Michael Chen, Mike D'Arcy, Alisa Liu, et al.*2019 · 90 citations*
15. **[MARG: Multi-Agent Review Generation for Scientific Papers ↗](https://arxiv.org/abs/2401.04259) arXiv:2401.04259 · no summary yet**Mike D'Arcy et al.*2024 · 76 citations*
16. **[OpenScholar: Synthesizing Scientific Literature with Retrieval-augmented LMs ↗](https://arxiv.org/abs/2411.14199) arXiv:2411.14199 · no summary yet**Akari Asai et al.*2024 · 62 citations*
17. **[Efficient Methods for Incorporating Knowledge into Topic Models ↗](https://aclanthology.org/D15-1037/) Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing · no summary yet**Yi Yang, Doug Downey, Jordan Boyd-Graber*2015 · 60 citations*
18. **[Sparse Information Extraction: Unsupervised Language Models to the Rescue ↗](https://aclanthology.org/P07-1088/) Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics · no summary yet**Doug Downey, Stefan Schoenmackers, Oren Etzioni*2007 · 54 citations*
19. **[Learning text patterns for web information extraction and assessment ↗](https://openalex.org/W1565862766) no summary yet**Doug Downey et al.*2004 · 49 citations*
20. **[Synthesizing scientific literature with retrieval-augmented language models ↗](https://doi.org/10.1038/s41586-025-10072-4) Nature · no summary yet**Akari Asai et al.*2026 · 42 citations*
21. **[A Computational Inflection for Scientific Discovery ↗](https://doi.org/10.1145/3576896) Communications of the ACM · no summary yet**Tom Hope et al.*2023 · 40 citations*
22. **[ARIES: A Corpus of Scientific Paper Edits Made in Response to Peer Reviews](https://md.research.elamur.ai/free/en/papers/arcy-2024-aries-corpus-scientific-paper-edits/) [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/)**Mike D'Arcy, Alexis Ross, Erin Bransom, et al.*2024 · 32 citations*
23. **[Penguins Don't Fly: Reasoning about Generics through Instantiations and Exceptions ↗](https://aclanthology.org/2023.eacl-main.192/) Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics · no summary yet**Emily Allaway et al.*2023 · 31 citations*
24. **[Extracting Commonsense Properties from Embeddings with Limited Human Guidance ↗](https://aclanthology.org/P18-2102/) Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) · no summary yet**Yiben Yang et al.*2018 · 31 citations*
25. **[SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature](https://md.research.elamur.ai/free/en/papers/wadden-2025-sciriff-resource-enhance-language-model/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**David Wadden, Kejian Shi, Jacob Morrison, et al.*2025 · 27 citations*
26. **[Look Ma, No Hands: Analyzing the Monotonic Feature Abstraction for Text Classification ↗](https://openalex.org/W2145078771) no summary yet**Doug Downey, Oren Etzioni*2008 · 15 citations*
27. **[Are Layout-Infused Language Models Robust to Layout Distribution Shifts? A Case Study with Scientific Documents ↗](https://aclanthology.org/2023.findings-acl.844/) Findings of the Association for Computational Linguistics: ACL 2023 · no summary yet**Catherine Chen et al.*2023 · 7 citations*
28. **[DRACULA: Hunting for the Actions Users Want Deep Research Agents to Execute ↗](https://arxiv.org/abs/2604.23815) arXiv (Cornell University) · no summary yet**Nishant Balepur et al.*2026 · 1 citation*
29. **[ExperienceIndex: Artifact-Grounded Memory ↗](https://arxiv.org/abs/2610.10091) arXiv (Cornell University) · no summary yet**Peter Baile Chen et al.*2026*