10 citations · 12 across the 18 of their papers we have counts for
7 papers · 1 filter
Do language models learn typicality judgments from text?
Kanishka Misra, Allyson Ettinger, Julia Taylor Rayz
Building on research arguing for the possibility of conceptual and categorical knowledge acquisition through statistics contained in language, we evaluate predictive language model…
Low Anisotropy Sense Retrofitting (LASeR) : Towards Isotropic and Sense Enriched Representations
Geetanjali Bihani, Julia Taylor Rayz
Contextual word representation models have shown massive improvements on a multitude of NLP tasks, yet their word sense disambiguation capabilities remain poorly explained. To addr…
Fuzzy Classification of Multi-intent Utterances
Geetanjali Bihani, Julia Taylor Rayz
Current intent classification approaches assign binary intent class memberships to natural language utterances while disregarding the inherent vagueness in language and the corresp…
Finding Fuzziness in Neural Network Models of Language Processing
Kanishka Misra, Julia Taylor Rayz
Humans often communicate by using imprecise language, suggesting that fuzzy concepts with unclear boundaries are prevalent in language use. In this paper, we test the extent to whi…
Modeling Fuzzy Cluster Transitions for Topic Tracing
Xiaonan Jing, Yi Zhang, Qingyuan Hu +1
Twitter can be viewed as a data source for Natural Language Processing (NLP) tasks. The continuously updating data streams on Twitter make it challenging to trace real-time topic e…
Tracing Topic Transitions with Temporal Graph Clusters
Xiaonan Jing, Qingyuan Hu, Yi Zhang +1
Twitter serves as a data source for many Natural Language Processing (NLP) tasks. It can be challenging to identify topics on Twitter due to continuous updating data stream. In thi…
Exploring Lexical Irregularities in Hypothesis-Only Models of Natural Language Inference
Qingyuan Hu, Yi Zhang, Kanishka Misra +1
Natural Language Inference (NLI) or Recognizing Textual Entailment (RTE) is the task of predicting the entailment relation between a pair of sentences (premise and hypothesis). Thi…