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

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Showing 9501–9550 of 10817 papers

TitleStatusHype
A survey of Community Question Answering—0
A Survey of Question Answering for Math and Science Problem—0
Survey of Visual Question Answering: Datasets and Techniques—0
Logical Parsing from Natural Language Based on a Neural Translation Model—0
Reinforced Mnemonic Reader for Machine Reading ComprehensionCode0
Learning Distributed Representations of Texts and Entities from Knowledge BaseCode0
Machine Comprehension by Text-to-Text Neural Question GenerationCode0
The Forgettable-Watcher Model for Video Question Answering—0
The Promise of Premise: Harnessing Question Premises in Visual Question AnsweringCode0
Speech-Based Visual Question AnsweringCode0
Coreference Resolution for Swedish and German using Distant Supervision—0
A Multilingual Entity Linker Using PageRank and Semantic Graphs—0
Can We Create a Tool for General Domain Event Analysis?—0
Docforia: A Multilayer Document Model—0
Question Answering on Knowledge Bases and Text using Universal Schema and Memory Networks—0
C-VQA: A Compositional Split of the Visual Question Answering (VQA) v1.0 Dataset—0
Being Negative but Constructively: Lessons Learnt from Creating Better Visual Question Answering Datasets—0
Ruminating Reader: Reasoning with Gated Multi-Hop Attention—0
Learning to Skim TextCode0
Improved Neural Relation Detection for Knowledge Base Question Answering—0
Answering Complex Questions Using Open Information ExtractionCode0
SearchQA: A New Q&A Dataset Augmented with Context from a Search EngineCode0
TGIF-QA: Toward Spatio-Temporal Reasoning in Visual Question AnsweringCode0
Mining Object Parts from CNNs via Active Question-Answering—0
Leveraging Term Banks for Answering Complex Questions: A Case for Sparse Vectors—0
An Empirical Evaluation of Visual Question Answering for Novel Objects—0
Combining Lexical and Syntactic Features for Detecting Content-dense Texts in News—0
It Takes Two to Tango: Towards Theory of AI's Mind—0
Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks—0
On-demand Injection of Lexical Knowledge for Recognising Textual Entailment—0
Discriminative Information Retrieval for Question Answering Sentence SelectionCode0
Discriminating between Similar Languages with Word-level Convolutional Neural Networks—0
Learning and Knowledge Transfer with Memory Networks for Machine Comprehension—0
On the Need of Cross Validation for Discourse Relation Classification—0
Effective shared representations with Multitask Learning for Community Question Answering—0
Metaheuristic Approaches to Lexical Substitution and Simplification—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models—0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Integer Linear Programming formulations in Natural Language Processing—0
Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse—0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering—0
ParaDi: Dictionary of Paraphrases of Czech Complex Predicates with Light Verbs—0
Assessing SRL Frameworks with Automatic Training Data Expansion—0
Paraphrasing Revisited with Neural Machine Translation—0
Improving Clinical Diagnosis Inference through Integration of Structured and Unstructured Knowledge—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Arabic Textual Entailment with Word Embeddings—0
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge—0
If You Can't Beat Them Join Them: Handcrafted Features Complement Neural Nets for Non-Factoid Answer Reranking—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

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