Scientific Results Extraction
2개 벤치마크 · 논문 5편 · 이 태스크의 논문 보기 →
Benchmarks
Most implemented
Predicting Real-time Scientific Experiments Using Transformer models and Reinforcement Learning
Automated Mining of Leaderboards for Empirical AI Research
AxCell: Automatic Extraction of Results from Machine Learning Papers
Papers
Predicting Real-time Scientific Experiments Using Transformer models and Reinforcement Learning
Life and physical sciences have always been quick to adopt the latest advances in machine learning to accelerate scientific discovery. Examples of this are cell segmentation or cancer detection. Nevertheless, these excep…
reinforcement-learningReinforcement Learning (RL)scientific discoveryScientific Results ExtractionAutomated Mining of Leaderboards for Empirical AI Research
With the rapid growth of research publications, empowering scientists to keep oversight over the scientific progress is of paramount importance. In this regard, the Leaderboards facet of information organization provides…
Knowledge GraphsScientific Results ExtractionAxCell: Automatic Extraction of Results from Machine Learning Papers
Tracking progress in machine learning has become increasingly difficult with the recent explosion in the number of papers. In this paper, we present AxCell, an automatic machine learning pipeline for extracting results f…
BIG-bench Machine LearningScientific Results ExtractionunarXive: A Large Scholarly Data Set with Publications' Full-Text, Annotated In-Text Citations, and Links to Metadata
In recent years, scholarly data sets have been used for various purposes, such as paper recommendation, citation recommendation, citation context analysis, and citation context-based document summarization. The evaluatio…
Citation RecommendationDocument SummarizationScientific Concept ExtractionScientific Results Extraction+1Identification of Tasks, Datasets, Evaluation Metrics, and Numeric Scores for Scientific Leaderboards Construction
While the fast-paced inception of novel tasks and new datasets helps foster active research in a community towards interesting directions, keeping track of the abundance of research activity in different areas on differe…
Scientific Results Extraction