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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6751–6775 of 10817 papers

TitleStatusHype
Towards Transparent Interactive Semantic Parsing via Step-by-Step Correction—0
Sequence-to-Sequence Knowledge Graph Completion and Question Answering—0
Cross-Task Generalization via Natural Language Crowdsourcing Instructions—0
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions—0
CQARE: Contrastive Question-Answering for Few-shot Relation Extraction with Prompt Tuning—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
QA4PRF: A Question Answering based Framework for Pseudo Relevance Feedback—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Using Interactive Feedback to Improve the Accuracy and Explainability of Question Answering Systems Post-Deployment—0
Context-Paraphrase Enhanced Commonsense Question Answering—0
Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data—0
Probing Difficulty and Discrimination of Natural Language Questions With Item Response Theory—0
XLTime: A Cross-Lingual Knowledge Transfer Framework for Zero-Shot Low-Resource Language Temporal Expression Extraction—0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark—0
GenRE: A Generative Model for Relation Extraction—0
Ask Me Anything in Your Native Language—0
Calculating Question Similarity is Enough: A New Method for KBQA Tasks—0
Incorporating Question Answering-Based Signals into Abstractive Summarization via Salient Span Selection—0
Question Answering for Complex Electronic Health Records Database using Unified Encoder-Decoder Architecture—0
A Chinese Multi-type Complex Questions Answering Dataset over Wikidata—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Prune Once for All: Sparse Pre-Trained Language Models—0
Pre-trained Transformer-Based Approach for Arabic Question Answering : A Comparative Study—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering—0
Show:102550
← PrevPage 271 of 433Next →
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