Loading...
Please wait, while we are loading the content...
Similar Documents
Semi-supervised Learning for Natural Language Processing Proceedings of the Workshop Introduction Welcome to the Naacl Hlt Workshop on Semi-supervised Learning for Natural Language Processing!
| Content Provider | Semantic Scholar |
|---|---|
| Copyright Year | 2009 |
| Abstract | Will semi-supervised learning (SSL) become the next de-facto standard for building natural language processing (NLP) systems, just as supervised learning has transformed the field in the last decade? Or will it remain as a nice idea that doesn't always work in practice? Semi-supervised learning has become an important topic due to the promise that high-quality labeled data and abundant unlabeled data, if leveraged appropriately, can achieve superior performance at lower cost. As researchers in semi-supervised learning reach critical mass, we believe it is time to take a step back and think broadly about whether we can discover general insights from the various techniques developed for different NLP tasks. The goal of this workshop is to help build a community of SSL-NLP researchers and foster discussions about insights, speculations, and results (both positive and negative) that may otherwise not appear in a technical paper at a major conference. In our call-for-paper, we posed some open questions: 1. Problem Structure: What are the different classes of NLP problem structures (e.g. sequences, trees, N-best lists) and what algorithms are best suited for each class? For instance, can graph-based algorithms be successfully applied to sequence-to-sequence problems like machine translation, or are self-training and feature-based methods the only reasonable choices for these problems? |
| File Format | PDF HTM / HTML |
| Alternate Webpage(s) | http://aclweb.org/anthology//W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://aclweb.org/anthology/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://wing.comp.nus.edu.sg/~antho/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://www.aclweb.org/anthology/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://aclweb.org/anthology-new/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://newdesign.aclweb.org/anthology-new/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://anthology.aclweb.org/W/W09/W09-22.pdf |
| Alternate Webpage(s) | http://aclweb.org/anthology/W09-22 |
| Alternate Webpage(s) | http://www.aclweb.org/anthology-new/W/W09/W09-22.pdf |
| Language | English |
| Access Restriction | Open |
| Content Type | Text |
| Resource Type | Article |
