SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Showing 89018950 of 10817 papers

TitleStatusHype
Robust and Scalable Differentiable Neural Computer for Question AnsweringCode0
Natural Language Processing for Information ExtractionCode0
The price of debiasing automatic metrics in natural language evaluationCode0
Sanity Check: A Strong Alignment and Information Retrieval Baseline for Question Answering0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks0
BioAMA: Towards an End to End BioMedical Question Answering System0
Question Condensing Networks for Answer Selection in Community Question AnsweringCode0
Biomedical Document Retrieval for Clinical Decision Support System0
Fine-Grained Discourse Structures in Continuation Semantics0
Code-Mixed Question Answering Challenge: Crowd-sourcing Data and Techniques0
Improving Event Coreference Resolution by Modeling Correlations between Event Coreference Chains and Document Topic Structures0
Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension0
A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines0
Guess Me if You Can: Acronym Disambiguation for Enterprises0
CNN for Text-Based Multiple Choice Question AnsweringCode0
Neural Models for Key Phrase Extraction and Question Generation0
Affordances in Grounded Language Learning0
A Hybrid Learning Scheme for Chinese Word Embedding0
Bridging Languages through Images with Deep Partial Canonical Correlation AnalysisCode0
Neural Semantic Parsing0
Connecting Language and Vision to Actions0
A Simple End-to-End Question Answering Model for Product Information0
Introduction method for argumentative dialogue using paired question-answering interchange about personality0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Jack the Reader -- A Machine Reading FrameworkCode0
A Framework for Developing and Evaluating Word Embeddings of Drug-named Entity0
Multimodal Neural Machine Translation for Low-resource Language Pairs using Synthetic Data0
Recognizing Complex Entity Mentions: A Review and Future Directions0
Role play-based question-answering by real users for building chatbots with consistent personalities0
Identification of Alias Links among Participants in Narratives0
Knowledge Diffusion for Neural Dialogue GenerationCode0
A Study of the Importance of External Knowledge in the Named Entity Recognition Task0
Natural Language Inference with Definition Embedding Considering Context On the Fly0
Denoising Distantly Supervised Open-Domain Question AnsweringCode0
GTR-LSTM: A Triple Encoder for Sentence Generation from RDF Data0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
RECIPE: Applying Open Domain Question Answering to Privacy Policies0
Context-Aware Neural Model for Temporal Information Extraction0
DeepPavlov: Open-Source Library for Dialogue Systems0
Proceedings of the Workshop on Machine Reading for Question Answering0
Discourse Representation Structure ParsingCode0
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR0
Automatic Question Generation using Relative Pronouns and Adverbs0
A Named Entity Recognition Shootout for German0
Modeling discourse cohesion for discourse parsing via memory network0
Semantically Equivalent Adversarial Rules for Debugging NLP modelsCode0
Systematic Error Analysis of the Stanford Question Answering Dataset0
Visual Attention Model for Name Tagging in Multimodal Social Media0
Transliteration Better than Translation? Answering Code-mixed Questions over a Knowledge Base0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified