Using/Evaluating Sentence Representations (2/6/2018)
9/19 Using/Evaluating Sentence Representations
Content:
- Sentence Similarity
- Textual Entailment
- Paraphrase Identification
- Retrieval
Reading Material
- Required Reading: Learning Sentence Representations (Hill et al. 2016), quiz will be up to section 3
- Reference: Skip-thought Vectors (Kiros et al. 2015)
- Reference: Sentiment Treebank (Socher et al. 2013)
- Reference: Paraphrase Detection (Dolan et al. 2005)
- Reference: Paraphrase Detection w/ Matrix Factorization (Ji and Eisenstein 2013)
- Reference: Semantic Relatedness (Marelli et al. 2014)
- Reference: Manhattan LSTM (Mueller and Thyagarajan 2016)
- Reference: Recognizing Textual Entailment (Dagan et al. 2006)
- Reference: Stanford Natural Language Inference Corpus (Bowman et al. 2015)
- Reference: Multi-perspective Matching for NLI (Wang et al. 2017)
- Reference: Inference -> Generalization (Conneau et al. 2017)
- Reference: Text to Text Retrieval (Huang et al. 2013)
- Reference: Text to Image Retrieval (Socher et al. 2014)
- Reference: Resources on Locality Sensitive Hashing (Stack Overflow)
- Reference: Flickr 8k (Hodosh et al. 2013)
Slides (from Fall 2017): Sentence Representation Slides
Sample Code: Sentence Representation Code Examples