Do Language Models Have Common Sense?

ICLR 2019 • Trieu H. Trinh et al

It has been argued that current machine learning models do not have commonsense, and therefore must be hard-coded with prior knowledge (Marcus, 2018).

COMMON SENSE REASONING LANGUAGE MODELLING

Interaction-aware Decision Making with Adaptive Strategies under Merging Scenarios

12 Apr 2019 • Yeping Hu et al

In this paper, we proposed an interaction-aware decision making with adaptive strategies (IDAS) approach that can let the autonomous vehicle negotiate the road with other drivers by leveraging their cooperativeness under merging scenarios.

AUTONOMOUS VEHICLES COMMON SENSE REASONING DECISION MAKING MULTI-AGENT REINFORCEMENT LEARNING

CODAH: An Adversarially Authored Question-Answer Dataset for Common Sense

8 Apr 2019 • Michael Chen et al

We create 2. 8k questions via this procedure and evaluate the performance of multiple state-of-the-art question answering systems on our dataset.

COMMON SENSE REASONING QUESTION ANSWERING

Image Generation from Small Datasets via Batch Statistics Adaptation

3 Apr 2019 • Atsuhiro Noguchi et al

To reduce the amount of data required, we propose a new method for transferring prior knowledge of the pre-trained generator, which is trained with a large dataset, to a small dataset in a different domain.

COMMON SENSE REASONING IMAGE GENERATION

Asking the Right Question: Inferring Advice-Seeking Intentions from Personal Narratives

2 Apr 2019 • Liye Fu et al

To properly infer the narrator's intention, one needs to apply a certain degree of common sense and social intuition.

COMMON SENSE REASONING

Fake News Detection on Social Media using Geometric Deep Learning

10 Feb 2019 • Federico Monti et al

One of the main reasons is that often the interpretation of the news requires the knowledge of political or social context or 'common sense', which current NLP algorithms are still missing.

COMMON SENSE REASONING FAKE NEWS DETECTION

Visual search and recognition for robot task execution and monitoring

7 Feb 2019 • Lorenzo Mauro et al

Visual search of relevant targets in the environment is a crucial robot skill.

COMMON SENSE REASONING

Learning Spatial Common Sense with Geometry-Aware Recurrent Networks

31 Dec 2018 • Hsiao-Yu Fish Tung et al

The proposed networks learn to "lift" and integrate 2D visual features over time into latent 3D feature maps of the scene.

COMMON SENSE REASONING REPRESENTATION LEARNING SCENE UNDERSTANDING

We Usually Don’t Like Going to the Dentist: Using Common Sense to Detect Irony on Twitter

CL 2018 • Cynthia Van Hee et al

COMMON SENSE REASONING SENTIMENT ANALYSIS

Visual Question Answering as Reading Comprehension

29 Nov 2018 • Hui Li et al

In contrast to struggling on multimodal feature fusion, in this paper, we propose to unify all the input information by natural language so as to convert VQA into a machine reading comprehension problem.

COMMON SENSE REASONING MACHINE READING COMPREHENSION QUESTION ANSWERING VISUAL QUESTION ANSWERING