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Pretrained language models (PLMs) have motivated research on what kinds of knowledge these models learn.
PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals
Goldberger AL, Amaral LA, Glass L, Hausdorff JM, Ivanov PC, Mark RG, et al · 2000
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The unified medical language system (UMLS): integrating biomedical terminology
Bodenreider O · 2004
Earlier work this paper cites.
MIMIC-III, a freely accessible critical care database
Johnson AE, Pollard TJ, Shen L, Lehman LwH, Feng M, Ghassemi M, et al · 2016
Earlier work this paper cites.
Breaking the softmax bottleneck: A high-rank RNN language model
Yang Z, Dai Z, Salakhutdinov R, Cohen WW · 2017
Earlier work this paper cites.
Bert: Pre-training of deep bidirectional transformers for language understanding
Devlin J, Chang MW, Lee K, Toutanova K · 2018
Earlier work this paper cites.
Language models as knowledge bases?
Petroni F, Rocktäschel T, Lewis P, Bakhtin A, Wu Y, Miller AH, et al · 2019
Earlier work this paper cites.
Wikidata: A large-scale collaborative ontological medical database
Turki H, Shafee T, Taieb MAH, Aouicha MB, Vrandečić D, Das D, et al · 2019
Earlier work this paper cites.
Don’t Say That! Making Inconsistent Dialogue Unlikely with Unlikelihood Training
Li M, Roller S, Kulikov I, Welleck S, Boureau YL, Cho K, et al · 2019
Earlier work this paper cites.
Roberta: A robustly optimized bert pretraining approach
Liu Y, Ott M, Goyal N, Du J, Joshi M, Chen D, et al · 2019
Earlier work this paper cites.
Publicly available clinical BERT embeddings
Alsentzer E, Murphy JR, Boag W, Weng WH, Jin D, Naumann T, et al · 2019
Earlier work this paper cites.
Transfer Learning in Biomedical Natural Language Processing: An Evaluation of BERT and ELMo on Ten Benchmarking Datasets
Peng Y, Yan S, Lu Z · 2019
Cited alongside, same era.
Language models are few-shot learners
Brown T, Mann B, Ryder N, Subbiah M, Kaplan JD, Dhariwal P, et al · 2020
Cited alongside, same era.
Zero-shot entity linking with efficient long range sequence modeling
Yao Z, Cao L, Pan H · 2020
Cited alongside, same era.
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
Lee J, Yoon W, Kim S, Kim D, Kim S, So CH, et al · 2020
Cited alongside, same era.
How can we know what language models know?
Jiang Z, Xu FF, Araki J, Neubig G · 2020
Cited alongside, same era.
Autoprompt: Eliciting knowledge from language models with automatically generated prompts
Shin T, Razeghi Y, Logan IV RL, Wallace E, Singh S · 2020
Can Language Models be Biomedical Knowledge Bases?
Sung M, Lee J, Yi S, Jeon M, Kim S, Kang J · 2021
Later among the works it cites.
Factual probing is [MASK]: Learning vs. learning to recall
Zhong Z, Friedman D, Chen D · 2021
Later among the works it cites.
Knowledgeable or educated guess? revisiting language models as knowledge bases
Cao B, Lin H, Han X, Sun L, Yan L, Liao M, et al · 2021
Later among the works it cites.
Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models
Meng Z, Liu F, Shareghi E, Su Y, Collins C, Collier N · 2021
Later among the works it cites.
Comparative toxicogenomics database (CTD): update 2021
Davis AP, Grondin CJ, Johnson RJ, Sciaky D, Wiegers J, Wiegers TC, et al · 2021
Later among the works it cites.
Training dynamics for text summarization models
Goyal T, Xu J, Li JJ, Durrett G · 2021
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Cited alongside, same era.
Generating accurate electronic health assessment from medical graph
Yang Z, Yu H · 2020
Cited alongside, same era.
How context affects language models’ factual predictions
Petroni F, Lewis P, Piktus A, Rocktäschel T, Wu Y, Miller AH, et al · 2020
Cited alongside, same era.
Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-Art
Lewis P, Ott M, Du J, Stoyanov V · 2020
Cited alongside, same era.
Improving formality style transfer with context-aware rule injection
Yao Z, Yu H · 2021
Cited alongside, same era.
Later among the works it cites.
MedJEx: A Medical Jargon Extraction Model with Wiki’s Hyperlink Span and Contextualized Masked Language Model Score
Kwon S, Yao Z, Jordan HS, Levy DA, Corner B, Yu H · 2022
Closest in time.
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View
Cao B, Lin H, Han X, Liu F, Sun L · 2022
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Extracting Biomedical Factual Knowledge Using Pretrained Language Model and Electronic Health Record Context
Yao Z, Cao Y, Yang Z, Deshpande V, Yu H · 2022
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Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions
Chang HS, McCallum A · 2022
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