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Question Answering

351 papers with code · Natural Language Processing

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LXMERT: Learning Cross-Modality Encoder Representations from Transformers

20 Aug 2019airsplay/lxmert

In LXMERT, we build a large-scale Transformer model that consists of three encoders: an object relationship encoder, a language encoder, and a cross-modality encoder.

LANGUAGE MODELLING QUESTION ANSWERING VISUAL QUESTION ANSWERING VISUAL REASONING

71
20 Aug 2019

VideoNavQA: Bridging the Gap between Visual and Embodied Question Answering

14 Aug 2019catalina17/VideoNavQA

The goal of this dataset is to assess question-answering performance from nearly-ideal navigation paths, while considering a much more complete variety of questions than current instantiations of the EQA task.

EMBODIED QUESTION ANSWERING QUESTION ANSWERING SCENE UNDERSTANDING

0
14 Aug 2019

AmazonQA: A Review-Based Question Answering Task

12 Aug 2019amazonqa/amazonqa

Observing that many questions can be answered based upon the available product reviews, we propose the task of review-based QA.

INFORMATION RETRIEVAL QUESTION ANSWERING READING COMPREHENSION

21
12 Aug 2019

ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks

6 Aug 2019jiasenlu/vilbert_beta

We present ViLBERT (short for Vision-and-Language BERT), a model for learning task-agnostic joint representations of image content and natural language.

IMAGE RETRIEVAL QUESTION ANSWERING VISUAL COMMONSENSE REASONING VISUAL QUESTION ANSWERING

66
06 Aug 2019

ERNIE 2.0: A Continual Pre-training Framework for Language Understanding

29 Jul 2019PaddlePaddle/ERNIE

Recently, pre-trained models have achieved state-of-the-art results in various language understanding tasks, which indicates that pre-training on large-scale corpora may play a crucial role in natural language processing.

LINGUISTIC ACCEPTABILITY MULTI-TASK LEARNING NATURAL LANGUAGE INFERENCE QUESTION ANSWERING SEMANTIC TEXTUAL SIMILARITY SENTIMENT ANALYSIS

2,216
29 Jul 2019

Reinforced Dynamic Reasoning for Conversational Question Generation

ACL 2019 ZJULearning/ReDR

This paper investigates a new task named Conversational Question Generation (CQG) which is to generate a question based on a passage and a conversation history (i. e., previous turns of question-answer pairs).

QUESTION ANSWERING QUESTION GENERATION

6
29 Jul 2019

Querying Knowledge via Multi-Hop English Questions

18 Jul 2019tiantiangao7/kalm-qa

The inherent difficulty of knowledge specification and the lack of trained specialists are some of the key obstacles on the way to making intelligent systems based on the knowledge representation and reasoning (KRR) paradigm commonplace.

QUESTION ANSWERING

3
18 Jul 2019

Neural Shuffle-Exchange Networks -- Sequence Processing in O(n log n) Time

18 Jul 2019LUMII-Syslab/shuffle-exchange

A key requirement in sequence to sequence processing is the modeling of long range dependencies.

LANGUAGE MODELLING MUSIC GENERATION QUESTION ANSWERING

1
18 Jul 2019

OmniNet: A unified architecture for multi-modal multi-task learning

17 Jul 2019subho406/OmniNet

We propose a spatio-temporal cache mechanism that enables learning spatial dimension of the input in addition to the hidden states corresponding to the temporal input sequence.

IMAGE CAPTIONING MULTI-TASK LEARNING PART-OF-SPEECH TAGGING QUESTION ANSWERING VISUAL QUESTION ANSWERING

356
17 Jul 2019