Answer Selection

20 papers with code ยท Natural Language Processing
Subtask of Question Answering

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Latest papers without code

Multi-choice Dialogue-Based Reading Comprehension with Knowledge and Key Turns

29 Apr 2020

In this paper, the relevance of each turn to the question are calculated to choose key turns.

ANSWER SELECTION LANGUAGE MODELLING MACHINE READING COMPREHENSION

Matching Text with Deep Mutual Information Estimation

9 Mar 2020

Our approach, Text matching with Deep Info Max (TIM), is integrated with a procedure of unsupervised learning of representations by maximizing the mutual information between text matching neural network's input and output.

ANSWER SELECTION MUTUAL INFORMATION ESTIMATION NATURAL LANGUAGE INFERENCE PARAPHRASE IDENTIFICATION TEXT MATCHING

Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems

17 Dec 2019

We propose the Knowledge-enhanced Attentive Answer Selection (KAAS) model, which enhances the performance through (a) considering both the expertise and the authority of the answerer; (b) utilizing the human-labeled tags, the taxonomy of the tags, and the votes as the domain knowledge to infer the expertise of the answer; (c) using matrix decomposition of the social network (formed by following-relationship) to infer the authority of the answerer and incorporating such information in the process of evaluating the similarity between segments.

ANSWER SELECTION COMMUNITY QUESTION ANSWERING

Can AI Generate Love Advice?: Toward Neural Answer Generation for Non-Factoid Questions

6 Dec 2019

As a result, it can extract answers that suit the contexts of words used in the question as well as following the common usage of words across semantics.

ANSWER SELECTION WORD EMBEDDINGS

SemEval-2015 Task 3: Answer Selection in Community Question Answering

SEMEVAL 2015

Community Question Answering (cQA) provides new interesting research directions to the traditional Question Answering (QA) field, e. g., the exploitation of the interaction between users and the structure of related posts.

ANSWER SELECTION COMMUNITY QUESTION ANSWERING

An Induced Multi-Relational Framework for Answer Selection in Community Question Answer Platforms

16 Nov 2019

We develop a novel induced relational graph convolutional network (IR-GCN) framework to address the question.

ANSWER SELECTION

Neural Duplicate Question Detection without Labeled Training Data

IJCNLP 2019

Supervised training of neural models to duplicate question detection in community Question Answering (cQA) requires large amounts of labeled question pairs, which can be costly to obtain.

ANSWER SELECTION COMMUNITY QUESTION ANSWERING DOMAIN ADAPTATION

BAS: An Answer Selection Method Using BERT Language Model

4 Nov 2019

The empirical results of applying the model on the TrecQA Raw, TrecQA Clean, and WikiQA datasets demonstrate that using a robust language model such as BERT can enhance the performance.

ANSWER SELECTION LANGUAGE MODELLING

Learning Analogy-Preserving Sentence Embeddings for Answer Selection

CONLL 2019

Answer selection aims at identifying the correct answer for a given question from a set of potentially correct answers.

ANSWER SELECTION SEMANTIC SIMILARITY SEMANTIC TEXTUAL SIMILARITY SENTENCE EMBEDDINGS

Neural Duplicate Question Detection without Labeled Training Data

IJCNLP 2019

Supervised training of neural models to duplicate question detection in community Question Answering (CQA) requires large amounts of labeled question pairs, which can be costly to obtain.

ANSWER SELECTION COMMUNITY QUESTION ANSWERING DOMAIN ADAPTATION