Combining Retrieval, Statistics, and Inference to Answer Elementary Science Questions
@inproceedings{Clark2016CombiningRS, title={Combining Retrieval, Statistics, and Inference to Answer Elementary Science Questions}, author={Peter Clark and Oren Etzioni and Tushar Khot and A. Sabharwal and Oyvind Tafjord and Peter D. Turney and Daniel Khashabi}, booktitle={AAAI}, year={2016} }
What capabilities are required for an AI system to pass standard 4th Grade Science Tests. [...] Key Result We conclude with a detailed analysis, illustrating the complementary strengths of each method in the ensemble. Our datasets are being released to enable further research.Expand Abstract
Figures, Tables, and Topics from this paper
102 Citations
What's in an Explanation? Characterizing Knowledge and Inference Requirements for Elementary Science Exams
- Computer Science
- COLING
- 2016
- 38
- PDF
Question Answering via Integer Programming over Semi-Structured Knowledge
- Computer Science
- IJCAI
- 2016
- 74
- PDF
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference
- Computer Science
- LREC
- 2018
- 45
- PDF
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
- Computer Science
- ArXiv
- 2018
- 168
- PDF
A Study of Automatically Acquiring Explanatory Inference Patterns from Corpora of Explanations: Lessons from Elementary Science Exams
- Computer Science
- AKBC@NIPS
- 2017
- 8
- PDF
Improving Question Answering with External Knowledge
- Computer Science
- MRQA@EMNLP
- 2019
- 25
- Highly Influenced
- PDF
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain
- Computer Science
- AAAI
- 2019
- 36
- PDF
Looking Beyond the Surface: A Challenge Set for Reading Comprehension over Multiple Sentences
- Computer Science
- NAACL-HLT
- 2018
- 130
- PDF
References
SHOWING 1-10 OF 31 REFERENCES
Learning to Rank Answers to Non-Factoid Questions from Web Collections
- Computer Science
- Computational Linguistics
- 2011
- 149
- PDF
Elementary School Science and Math Tests as a Driver for AI: Take the Aristo Challenge!
- Computer Science
- AAAI
- 2015
- 82
- PDF
My Computer Is an Honor Student - but How Intelligent Is It? Standardized Tests as a Measure of AI
- Computer Science
- AI Mag.
- 2016
- 65
- PDF
A probabilistic graphical model for joint answer ranking in question answering
- Computer Science
- SIGIR
- 2007
- 68
- PDF