Deep Learning for Natural Language Inference
This tutorial discusses cutting-edge research on NLI, including recent advance on dataset development, cutting-edge deep learning models, and highlights from recent research on using NLI to understand capabilities and limits of deep learning models for language understanding and reasoning.
Code (0)
등록된 구현이 없습니다.
Tasks
Deep LearningNatural Language InferenceSimilar Papers 제목 키워드 기반
Stochastic Answer Networks for Natural Language Inference
We propose a stochastic answer network (SAN) to explore multi-step inference strategies in Natural Language Inference. Rather than directly predicting the results given the inputs, the model maintains a state and iterati…
Natural Language InferenceA Neural Architecture Mimicking Humans End-to-End for Natural Language Inference
In this work we use the recent advances in representation learning to propose a neural architecture for the problem of natural language inference. Our approach is aligned to mimic how a human does the natural language in…
Natural Language InferenceRepresentation LearningAn Analysis of Natural Language Inference Benchmarks through the Lens of Negation
Negation is underrepresented in existing natural language inference benchmarks. Additionally, one can often ignore the few negations in existing benchmarks and still make the right inference judgments. In this paper, we …
Natural Language InferenceNegationNatural Language Inference with External Knowledge
Modeling informal inference in natural language is very challenging. With the recent availability of large annotated data, it has become feasible to train complex models such as neural networks to perform natural languag…
Natural Language InferenceThinking Like a Skeptic: Defeasible Inference in Natural Language
Defeasible inference is a mode of reasoning in which an inference (X is a bird, therefore X flies) may be weakened or overturned in light of new evidence (X is a penguin). Though long recognized in classical AI and philo…
Common Sense ReasoningNatural Language InferencePhilosophy