| Boosting Named Entity Recognition with Neural Character Embeddings | May 19, 2015 | Chunkingnamed-entity-recognition | —Unverified | 0 |
| Semi-Supervised Word Sense Disambiguation Using Word Embeddings in General and Specific Domains | May 1, 2015 | Language ModelingPOS | —Unverified | 0 |
| Grounded Semantic Parsing for Complex Knowledge Extraction | May 1, 2015 | ClusteringEvent Extraction | —Unverified | 0 |
| Chain Based RNN for Relation Classification | May 1, 2015 | ClassificationDependency Parsing | —Unverified | 0 |
| Weakly Supervised Slot Tagging with Partially Labeled Sequences from Web Search Click Logs | May 1, 2015 | Natural Language UnderstandingPart-Of-Speech Tagging | —Unverified | 0 |
| Fast and Accurate Preordering for SMT using Neural Networks | May 1, 2015 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Simple task-specific bilingual word embeddings | May 1, 2015 | Dependency ParsingDocument Classification | —Unverified | 0 |
| Robust Morphological Tagging with Word Representations | May 1, 2015 | Domain AdaptationMorphological Tagging | —Unverified | 0 |
| Mining for unambiguous instances to adapt part-of-speech taggers to new domains | May 1, 2015 | POSTAG | —Unverified | 0 |
| Shift-Reduce Constituency Parsing with Dynamic Programming and POS Tag Lattice | May 1, 2015 | Constituency ParsingDependency Parsing | —Unverified | 0 |