Filters








6 Hits in 2.8 sec

SemEval-2021 Task 8: MeasEval – Extracting Counts and Measurements and their Related Contexts

Corey Harper, Jessica Cox, Curt Kohler, Antony Scerri, Ron Daniel Jr., Paul Groth
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
We describe MeasEval, a SemEval task of extracting counts, measurements, and related context from scientific documents, which is of significant importance to the creation of Knowledge Graphs that distill  ...  We expect the data developed for this task and the findings reported to be valuable to the scientific knowledge extraction, metrology, and automated knowledge base construction communities.  ...  We also thank Elsevier's Discovery Lab team for their feedback on this work.  ... 
doi:10.18653/v1/2021.semeval-1.38 fatcat:x4z6nf257fgo3bmpeafnxgorum

LIORI at SemEval-2021 Task 8: Ask Transformer for measurements

Adis Davletov, Denis Gordeev, Nikolay Arefyev, Emil Davletov
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
This work describes our approach for subtasks of SemEval-2021 Task 8: MeasEval: Counts and Measurements which took the official first place in the competition.  ...  We finetune LUKE to extract quantity spans and we fine-tune RoBERTa to extract everything related to found quantities, including quantities themselves.  ...  Conclusion In this paper, we introduced our solution to SemEval-2021 Task 8: MeasEval: Counts and Measurements. Our approach was based on RoBERTa and LUKE models.  ... 
doi:10.18653/v1/2021.semeval-1.178 fatcat:rsaysp2ptzcnholarrxih5l4oy

Stanford MLab at SemEval-2021 Task 8: 48 Hours Is All You Need

Patrick Liu, Niveditha Iyer, Erik Rozi, Ethan A. Chi
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
This paper presents our system for the Quantity span identification, Unit of measurement identification and Value modifier classification subtasks of the MeasEval 2021 task.  ...  The purpose of the Quantity span identification task was to locate spans of text that contain a count or measurement, consisting of a value, usually followed by a unit and occasionally additional modifiers  ...  The authors thank Corey Harper, Jessica Cox, Ron Daniel, Paul Groth, Curt Kohler and Antony Scerri for organising SemEval 2021 Task 8: MeasEval -Counts and Measurements.  ... 
doi:10.18653/v1/2021.semeval-1.177 fatcat:r6476fy7e5a5viv7liggw5jsvy

UPB at SemEval-2021 Task 8: Extracting Semantic Information on Measurements as Multi-Turn Question Answering

Andrei-Marius Avram, George-Eduard Zaharia, Dumitru-Clementin Cercel, Mihai Dascalu
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
The 8th task of SemEval-2021: Counts and Measurements (MeasEval) aimed to boost research in this direction by providing a new dataset on which participants train their models to extract meaningful information  ...  , (3) span identification for measured entities and measured properties, (4) qualifier span identification, and (5) relation extraction between the identified quantities, measured entities, measured properties  ...  The MeasEval -Counts and Measurements competition (Harper et al., 2021) organized by the 15th International Workshop on Semantic Evaluation (SemEval-2021) creates a new challenge in the area of Natural  ... 
doi:10.18653/v1/2021.semeval-1.65 fatcat:azkjnf7ehrbetpdy5lyckrlcxa

KGP at SemEval-2021 Task 8: Leveraging Multi-Staged Language Models for Extracting Measurements, their Attributes and Relations

Neel Karia, Ayush Kaushal, Faraaz Mallick
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
SemEval-2021 Task 8: MeasEval aims at improving the machine understanding of measurements in scientific texts through a set of entity and semantic relation extraction sub-tasks on identifying quantity  ...  Finally, it identifies the quantity attributes and their relations using language models boosted with a feature re-using hierarchical architecture and multi-task learning.  ...  Acknowledgments We would like to thank the MeasEval organizers, especially Corey Harper, for their constant support and for clearing our doubts.  ... 
doi:10.18653/v1/2021.semeval-1.46 fatcat:zg7plubo4zfpho5iwr24oxhe2y

CONNER: A Cascade Count and Measurement Extraction Tool for Scientific Discourse

Jiarun Cao, Yuejia Xiang, Yunyan Zhang, Zhiyuan Qi, Xi Chen, Yefeng Zheng
2021 Proceedings of the 15th International Workshop on Semantic Evaluation (SemEval-2021)   unpublished
This paper presents our contribution to SemEval 2021 Task 8: MeasEval.  ...  The purpose of this task is identifying the counts and measurements from clinical scientific discourse, including quantities, entities, properties, qualifiers, units, modifiers, and their mutual relations  ...  In this paper, we focus on the SemEval 2021 MeasEval task which is composed of five sub-tasks that cover span extraction, classification, and relation extraction.  ... 
doi:10.18653/v1/2021.semeval-1.176 fatcat:uge3mfhdfzdrhonwlwbkgtq4fi