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We present strong Transformer-based re-ranking and dense retrieval baselines for the recently released TripClick health ad-hoc retrieval collection.
Click Models for Web Search
A. Chuklin, I. Markov, and M. de Rijke · 2015
Earlier work this paper cites.
MS MARCO : A Human Generated MAchine Reading COmprehension Dataset
P. Bajaj, D. Campos, N. Craswell, L. Deng, J. Gao, X. Liu, R. Majumder, A. Mcnamara, B. Mitra, and T. Nguyen · 2016
Earlier work this paper cites.
Automatic differentiation in pytorch
A. Paszke, S. Gross, S. Chintala, G. Chanan, E. Yang, Z. DeVito, Z. Lin, A. Desmaison, L. Antiga, and A. Lerer · 2017
Earlier work this paper cites.
Attention is all you need
A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, et al · 2017
Earlier work this paper cites.
Technology-assisted review in empirical medicine: Waterloo participation in clef ehealth 2018
G. Cormack and M. Grossman · 2018
Earlier work this paper cites.
Deep relevance ranking using enhanced document-query interactions
R. McDonald, G.-I. Brokos, and I. Androutsopoulos · 2018
Earlier work this paper cites.
SciBERT: A pretrained language model for scientific text
I. Beltagy, K. Lo, and A. Cohan · 2019
Earlier work this paper cites.
Bert: Pre-training of deep bidirectional transformers for language understanding
J. Devlin, M. Chang, K. Lee, and K. Toutanova · 2019
Earlier work this paper cites.
Let’s measure run time! Extending the IR replicability infrastructure to include performance aspects
S. Hofstätter and A. Hanbury · 2019
Earlier work this paper cites.
On the Effect of Low-Frequency Terms on Neural-IR Models
S. Hofstätter, N. Rekabsaz, C. Eickhoff, and A. Hanbury · 2019
Earlier work this paper cites.
Cedr: Contextualized embeddings for document ranking
S. MacAvaney, A. Yates, A. Cohan, and N. Goharian · 2019
Earlier work this paper cites.
R. Nogueira and K. Cho · 2019
Earlier work this paper cites.
Overview of the trec 2019 precision medicine track
K. Roberts, D. Demner-Fushman, E. Voorhees, W. Hersh, S. Bedrick, A. J. Lazar, and S. Pant · 2019
Earlier work this paper cites.
Distilbert, a distilled version of bert: smaller, faster, cheaper and lighter
V. Sanh, L. Debut, J. Chaumond, and T. Wolf · 2019
Earlier work this paper cites.
Huggingface’s transformers: State-of-the-art natural language processing
T. Wolf, L. Debut, V. Sanh, J. Chaumond, C. Delangue, A. Moi, P. Cistac, T. Rault, R. Louf, M. Funtowicz, et al · 2019
Cited alongside, same era.
Cross-domain modeling of sentence-level evidence for document retrieval
Z. A. Yilmaz, W. Yang, H. Zhang, and J. Lin · 2019
Cited alongside, same era.
Citius at the trec 2020 health misinformation track
M. Fernández-Pichel, D. Losada, J. C. Pichel, and D. Elsweiler · 2020
Cited alongside, same era.
Domain-specific language model pretraining for biomedical natural language processing
Y. Gu, R. Tinn, H. Cheng, M. Lucas, N. Usuyama, X. Liu, T. Naumann, J. Gao, and H. Poon · 2020
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Improving efficient neural ranking models with cross-architecture knowledge distillation
S. Hofstätter, S. Althammer, M. Schröder, M. Sertkan, and A. Hanbury · 2020
Cited alongside, same era.
End-to-end qa on covid-19: Domain adaptation with synthetic training
R. G. Reddy, B. Iyer, M. A. Sultan, R. Zhang, A. Sil, V. Castelli, R. Florian, and S. Roukos · 2020
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Rapidly bootstrapping a question answering dataset for covid-19
R. Tang, R. Nogueira, E. Zhang, N. Gupta, P. Cam, K. Cho, and J. Lin · 2020
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Trec-covid: Constructing a pandemic information retrieval test collection
E. Voorhees, T. Alam, S. Bedrick, D. Demner-Fushman, W. Hersh, K. Lo, K. Roberts, I. Soboroff, and L. L. Wang · 2020
Later among the works it cites.
Cord-19: The covid-19 open research dataset
L. L. Wang, K. Lo, Y. Chandrasekhar, R. Reas, J. Yang, D. Burdick, D. Eide, K. Funk, Y. Katsis, R. Kinney, Y. Li, Z. Liu, W. Merrill, P. Mooney, D. Murdick, D. Rishi, J. Sheehan, Z. Shen, B. Stilson, A. Wade, K. Wang, N. X. R. Wang, C. Wilhelm, B. Xie, D. Raymond, D. S. Weld, O. Etzioni, and S. Kohlmeier · 2020
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Participation in trec 2020 covid track using continuous active learning
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S. Hofstätter, M. Zlabinger, and A. Hanbury · 2020
Cited alongside, same era.
Colbert: Efficient and effective passage search via contextualized late interaction over bert
O. Khattab and M. Zaharia · 2020
Cited alongside, same era.
Denmark’s participation in the search engine trec covid-19 challenge: Lessons learned about searching for precise biomedical scientific information on covid-19
L. C. Lima, C. Hansen, C. Hansen, D. Wang, M. Maistro, B. Larsen, J. G. Simonsen, and C. Lioma · 2020
Cited alongside, same era.
Twinbert: Distilling knowledge to twin-structured bert models for efficient retrieval
W. Lu, J. Jiao, and R. Zhang · 2020
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Sparse, dense, and attentional representations for text retrieval
Y. Luan, J. Eisenstein, K. Toutanova, and M. Collins · 2020
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Sledge: A simple yet effective baseline for covid-19 scientific knowledge search
S. MacAvaney, A. Cohan, and N. Goharian · 2020
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COVID-QA: A question answering dataset for COVID-19
T. Möller, A. Reina, R. Jayakumar, and M. Pietsch · 2020
Cited alongside, same era.
X. J. Wang, M. R. Grossman, and S. G. Hyun · 2020
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Cmt in trec-covid round 2: Mitigating the generalization gaps from web to special domain search
C. Xiong, Z. Liu, S. Sun, Z. Dai, K. Zhang, S. Yu, Z. Liu, H. Poon, J. Gao, and P. Bennett · 2020
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Approximate nearest neighbor negative contrastive learning for dense text retrieval
L. Xiong, C. Xiong, Y. Li, K.-F. Tang, J. Liu, P. Bennett, J. Ahmed, and A. Overwijk · 2020
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Mitigating the position bias of transformer models in passage re-ranking
S. Hofstätter, A. Lipani, S. Althammer, M. Zlabinger, and A. Hanbury · 2021
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Multi-task dense retrieval via model uncertainty fusion for open-domain question answering
M. Li, M. Li, K. Xiong, and J. Lin · 2021
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A proposed conceptual framework for a representational approach to information retrieval
J. Lin · 2021
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Tripclick: The log files of a large health web search engine
N. Rekabsaz, O. Lesota, M. Schedl, J. Brassey, and C. Eickhoff · 2021
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Beir: A heterogenous benchmark for zero-shot evaluation of information retrieval models
N. Thakur, N. Reimers, A. Rücklé, A. Srivastava, and I. Gurevych · 2021
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K. Wang, N. Reimers, and I. Gurevych · 2021
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