| 1 |
Deciphering Undersegmented Ancient Scripts Using Phonetic Prior
|
|
|
|
In: Transactions of the Association for Computational Linguistics, Vol 9, Pp 69-81 (2021) (2021)
|
|
BASE
|
|
Show details
|
|
|
| 2 |
Few-shot text classification with distributional signatures
|
|
|
|
Abstract:
Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, May, 2020 ; Date of graduation confirmed by MIT Registrar Office. "May 2020." Cataloged from student-submitted PDF of thesis. ; Includes bibliographical references (pages 18-21). ; We explore meta-learning for few-shot text classification. Meta-learning has shown strong performance in computer vision, where low-level patterns are transferable across learning tasks. However, directly applying this approach to text is challenging-lexical features highly informative for one task may be insignificant for another. Thus, rather than learning solely from words, our model also leverages their distributional signatures, which encode pertinent word occurrence patterns. Our model is trained within a meta-learning framework to map these signatures into attention scores, which are then used to weight the lexical representations of words. We demonstrate that our model consistently outperforms prototypical networks learned on lexical knowledge (Snell et al., 2017) in both few-shot text classification and relation classification by a significant margin across six benchmark datasets (20.0% on average in 1-shot classification). ; by Menghua Wu. ; M. Eng. ; M.Eng. Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science
|
|
Keyword:
Electrical Engineering and Computer Science
|
|
URL: https://hdl.handle.net/1721.1/130200
|
|
BASE
|
|
Hide details
|
|
|
| 3 |
Typology-aware neural dependency parsing : challenges and directions
|
|
|
|
BASE
|
|
Show details
|
|
|
| 5 |
Transfer learning for low-resource natural language analysis
|
|
|
|
BASE
|
|
Show details
|
|
|
| 6 |
Hierarchical low-rank tensors for multilingual transfer parsing
|
|
|
|
In: http://aclweb.org/anthology/D/D15/D15-1213.pdf (2015)
|
|
BASE
|
|
Show details
|
|
|
| 7 |
Context-dependent type-level models for unsupervised morpho-syntactic induction
|
|
|
|
BASE
|
|
Show details
|
|
|
| 8 |
Linguistically Motivated Models for Lightly-Supervised Dependency Parsing
|
|
|
|
In: http://people.csail.mit.edu/tahira/main.pdf (2014)
|
|
BASE
|
|
Show details
|
|
|
| 9 |
Low-rank tensors for scoring dependency structures
|
|
|
|
In: http://people.csail.mit.edu/tommi/papers/Lei-ACL14.pdf (2014)
|
|
BASE
|
|
Show details
|
|
|
| 10 |
The MIT Faculty has made this article openly available. Please share how this access benefits you
|
|
|
|
In: http://dspace.mit.edu/openaccess-disseminate/1721.1/59314/ (2014)
|
|
BASE
|
|
Show details
|
|
|
| 11 |
Multilingual Part-of-Speech Tagging: Two Unsupervised Approaches
|
|
|
|
In: http://dspace.mit.edu/openaccess-disseminate/1721.1/62804/ (2014)
|
|
BASE
|
|
Show details
|
|
|
| 12 |
Linguistically motivated models for lightly-supervised dependency parsing
|
|
|
|
BASE
|
|
Show details
|
|
|
| 13 |
Morphological segmentation : an unsupervised method and application to Keyword Spotting ; Unsupervised method and application to KWS
|
|
|
|
BASE
|
|
Show details
|
|
|
| 15 |
Learning to map into a universal pos tagset
|
|
|
|
In: http://people.csail.mit.edu/yuanzh/papers/emnlp2012.pdf (2012)
|
|
BASE
|
|
Show details
|
|
|
| 16 |
Grounding Linguistic Analysis in Control Applications
|
|
|
|
In: http://people.csail.mit.edu/branavan/papers/branavan-thesis.pdf (2012)
|
|
BASE
|
|
Show details
|
|
|
| 18 |
In-domain relation discovery with meta-constraints via posterior regularization
|
|
|
|
In: http://people.csail.mit.edu/regina/my_papers/sem_acl2011.pdf (2011)
|
|
BASE
|
|
Show details
|
|
|
| 19 |
Learning to win by reading manuals in a monte-carlo framework
|
|
|
|
In: http://www.aclweb.org/anthology/P11-1028/ (2011)
|
|
BASE
|
|
Show details
|
|
|
| 20 |
Non-linear monte-carlo search in civilization II
|
|
|
|
In: http://people.csail.mit.edu/branavan/papers/ijcai2011.pdf (2011)
|
|
BASE
|
|
Show details
|
|
|
|
|
