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 9526–9550 of 10817 papers

TitleStatusHype
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
If You Can't Beat Them Join Them: Handcrafted Features Complement Neural Nets for Non-Factoid Answer Reranking—0
ICE: Idiom and Collocation Extractor for Research and Education—0
Learning and Knowledge Transfer with Memory Networks for Machine Comprehension—0
Inducing Script Structure from Crowdsourced Event Descriptions via Semi-Supervised Clustering—0
On-demand Injection of Lexical Knowledge for Recognising Textual Entailment—0
Arabic Textual Entailment with Word Embeddings—0
Paraphrasing Revisited with Neural Machine Translation—0
Integer Linear Programming formulations in Natural Language Processing—0
Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Metaheuristic Approaches to Lexical Substitution and Simplification—0
Improving Clinical Diagnosis Inference through Integration of Structured and Unstructured Knowledge—0
MT/IE: Cross-lingual Open Information Extraction with Neural Sequence-to-Sequence Models—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
ParaDi: Dictionary of Paraphrases of Czech Complex Predicates with Light Verbs—0
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model—0
Integrating Semantic Knowledge into Lexical Embeddings Based on Information Content MeasurementCode0
Discriminative Information Retrieval for Question Answering Sentence SelectionCode0
If No Media Were Allowed inside the Venue, Was Anybody Allowed?—0
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge—0
Assessing SRL Frameworks with Automatic Training Data Expansion—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