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 8026–8050 of 10817 papers

TitleStatusHype
Complementary Evidence Identification in Open-Domain Question Answering—0
AmazUtah_NLP at SemEval-2024 Task 9: A MultiChoice Question Answering System for Commonsense Defying Reasoning—0
MMLU-SR: A Benchmark for Stress-Testing Reasoning Capability of Large Language Models—0
Framing QA as Building and Ranking Intersentence Answer Justifications—0
Competence-based Question Generation—0
Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering—0
Reasoning Over History: Context Aware Visual Dialog—0
Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering—0
Reasoning over Hybrid Chain for Table-and-Text Open Domain QA—0
Reasoning over Logically Interacted Conditions for Question Answering—0
GLUECoS: An Evaluation Benchmark for Code-Switched NLP—0
Reasoning Over Virtual Knowledge Bases With Open Predicate Relations—0
Reasoning over Vision and Language: Exploring the Benefits of Supplemental Knowledge—0
GLUECoS : An Evaluation Benchmark for Code-Switched NLP—0
A Comprehensive Comparison of Machine Learning Based Methods Used in Bengali Question Classification—0
Reasoning with Large Language Models, a Survey—0
Assessing the Verifiability of Attributions in News Text—0
Comparing Word Representations for Implicit Discourse Relation Classification—0
REFIND: Retrieval-Augmented Factuality Hallucination Detection in Large Language Models—0
GlossBoot: Bootstrapping Multilingual Domain Glossaries from the Web—0
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge—0
Comparing Recurrent and Convolutional Architectures for English-Hindi Neural Machine Translation—0
Assessing the Robustness of Visual Question Answering Models—0
Recent Advances in Deep Learning Based Dialogue Systems: A Systematic Survey—0
REFINE on Scarce Data: Retrieval Enhancement through Fine-Tuning via Model Fusion of Embedding Models—0
Show:102550
← PrevPage 322 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