🧑‍🔬 Andrew McCallum — all works

43 works · ← Andrew McCallum

1. Energy and Policy Considerations for Deep Learning in NLPAnnual Meeting of the Association for Computational Linguistics (ACL)Emma Strubell, Ananya Ganesh, Andrew McCallum2019 · 4,075 citations
2. A Comparison of Event Models for Naive Bayes Text ClassificationAAAI-98 Workshop on Learning for Text CategorizationAndrew McCallum, Kamal Nigam1998 · 3,324 citations
3. Text Classification from Labeled and Unlabeled Documents using EMMachine LearningKamal Nigam, Andrew McCallum, Sebastian Thrun, et al.2000 · 2,862 citations
4. Optimizing Semantic Coherence in Topic ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)David Mimno, Hanna Wallach, Edmund Talley, et al.2011 · 1,340 citations
5. Early results for Named Entity Recognition with Conditional Random Fields, Feature Induction and Web-Enhanced LexiconsConference on Computational Natural Language Learning (CoNLL)Andrew McCallum, Wei Li2003 · 1,336 citations
6. Energy and Policy Considerations for Modern Deep Learning Research ↗Proceedings of the AAAI Conference on Artificial Intelligence · no summary yetEmma Strubell, Ananya Ganesh, Andrew McCallum2020 · 799 citations
7. Pachinko allocation ↗International Conference on Machine Learning · no summary yetWei Li, Andrew McCallum2006 · 609 citations
8. Linguistically-Informed Self-Attention for Semantic Role LabelingConference on Empirical Methods in Natural Language Processing (EMNLP)Emma Strubell, Patrick Verga, Daniel Andor, et al.2018 · 604 citations
9. Efficient Non-parametric Estimation of Multiple Embeddings per Word in Vector SpaceConference on Empirical Methods in Natural Language Processing (EMNLP)Arvind Neelakantan, Jeevan Shankar, Alexandre Passos, et al.2014 · 598 citations
10. Chinese Segmentation and New Word Detection using Conditional Random FieldsInternational Conference on Computational Linguistics (COLING)Fuchun Peng, Fangfang Feng, Andrew McCallum2004 · 587 citations
11. Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsConference on Empirical Methods in Natural Language Processing (EMNLP)Emma Strubell, Patrick Verga, David Belanger, et al.2017 · 548 citations
12. SemEval 2017 Task 10: ScienceIE - Extracting Keyphrases and Relations from Scientific PublicationsInternational Workshop on Semantic Evaluation (SemEval)Isabelle Augenstein, Mrinal Das, Sebastian Riedel, et al.2017 · 437 citations
13. Polylingual Topic ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)David Mimno, Hanna M. Wallach, Jason Naradowsky, et al.2009 · 418 citations
14. Simultaneously Self-Attending to All Mentions for Full-Abstract Biological Relation ExtractionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Patrick Verga, Emma Strubell, Andrew McCallum2018 · 353 citations
15. Compositional Vector Space Models for Knowledge Base CompletionAnnual Meeting of the Association for Computational Linguistics (ACL)Arvind Neelakantan, Benjamin Roth, Andrew McCallum2015 · 281 citations
16. Structured Relation Discovery using Generative ModelsConference on Empirical Methods in Natural Language Processing (EMNLP)Limin Yao, Aria Haghighi, Sebastian Riedel, et al.2011 · 216 citations
17. First-Order Probabilistic Models for Coreference ResolutionConference of the North American Chapter of the Association for Computational Linguistics (NAACL)Aron Culotta, Michael Wick, Andrew McCallum2007 · 212 citations
18. Case-based Reasoning for Natural Language Queries over Knowledge Bases ↗Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · no summary yetRajarshi Das et al.2021 · 201 citations
19. Question Answering on Knowledge Bases and Text using Universal Schema and Memory Networks ↗Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) · no summary yetRajarshi Das et al.2017 · 189 citations
20. A2N: Attending to Neighbors for Knowledge Graph Inference ↗Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics · no summary yetTrapit Bansal et al.2019 · 152 citations
21. Large-Scale Cross-Document Coreference Using Distributed Inference and Hierarchical ModelsAnnual Meeting of the Association for Computational Linguistics (ACL)Sameer Singh, Amarnag Subramanya, Fernando Pereira, et al.2011 · 151 citations
22. Lexicon Infused Phrase Embeddings for Named Entity ResolutionConference on Computational Natural Language Learning (CoNLL)Alexandre Passos, Vineet Kumar, Andrew McCallum2014 · 146 citations
23. Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetLuke Vilnis et al.2018 · 144 citations
24. Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-Encoders ↗Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) · no summary yetAndrew Drozdov et al.2019 · 142 citations
25. Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks ↗Proceedings of the 28th International Conference on Computational Linguistics · no summary yetTrapit Bansal, Rishikesh Jha, Andrew McCallum2020 · 139 citations
26. Multilingual Relation Extraction using Compositional Universal Schema ↗Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetPatrick Verga et al.2016 · 139 citations
27. Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks ↗Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) · no summary yetTrapit Bansal et al.2020 · 120 citations
28. Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking ↗Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · no summary yetShikhar Murty et al.2018 · 120 citations
29. Multi-way distributional clustering via pairwise interactions ↗International Conference on Machine Learning · no summary yetRon Bekkerman, Ran El‐Yaniv, Andrew McCallum2005 · 106 citations
30. Model Combination for Event Extraction in BioNLP 2011 ↗Proceedings of BioNLP Shared Task 2011 Workshop · no summary yetSebastian Riedel et al.2011 · 96 citations
31. Modeling Fine-Grained Entity Types with Box Embeddings ↗Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) · no summary yetYasumasa Onoe et al.2021 · 90 citations
32. Marginal Likelihood Training of BiLSTM-CRF for Biomedical Named Entity Recognition from Disjoint Label Sets ↗Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing · no summary yetNathan Greenberg et al.2018 · 79 citations
33. Learning a Natural Language Interface with Neural Programmer ↗arXiv:1611.08945 · no summary yetArvind Neelakantan et al.2016 · 79 citations
34. Clustering-based Inference for Biomedical Entity Linking ↗Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetRico Angell et al.2021 · 72 citations
35. Nonparametric Bayes Pachinko Allocation ↗arXiv (Cornell University) · no summary yetWei Li, David M. Blei, Andrew McCallum2012 · 72 citations
36. A Discriminative Hierarchical Model for Fast Coreference at Large ScaleAnnual Meeting of the Association for Computational Linguistics (ACL)Michael Wick, Sameer Singh, Andrew McCallum2012 · 57 citations
37. Combining joint models for biomedical event extraction ↗BMC Bioinformatics · no summary yetDavid McClosky et al.2012 · 46 citations
38. Dynamic Knowledge-Base Alignment for Coreference ResolutionConference on Computational Natural Language Learning (CoNLL)Jiaping Zheng, Luke Vilnis, Sameer Singh, et al.2013 · 27 citations
39. Inducing and Using Alignments for Transition-based AMR Parsing ↗Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · no summary yetAndrew Drozdov et al.2022 · 26 citations
40. Scaling Within Document Coreference to Long TextsFindings of the Association for Computational LinguisticsRaghuveer Thirukovalluru, Nicholas Monath, Kumar Shridhar, et al.2021 · 24 citations
41. Longtonotes: OntoNotes with Longer Coreference Chains ↗Findings of the Association for Computational Linguistics: EACL 2023 · no summary yetKumar Shridhar et al.2023 · 7 citations
42. xLM: A Python Package for Non-Autoregressive Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL)Dhruvesh Patel, Durga Prasad Maram, Sai Sreenivas Chintha, et al.2026
43. Faust: Flexible Acquistion and Understanding System for Text ↗no summary yetL. L. Voss et al.2013

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