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 3176–3200 of 10817 papers

TitleStatusHype
E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning—0
BQA: Body Language Question Answering Dataset for Video Large Language Models—0
Dynamic Adaptive Network Intelligence—0
elBERto: Self-supervised Commonsense Learning for Question Answering—0
Brahmi-Net: A transliteration and script conversion system for languages of the Indian subcontinent—0
Explanation vs Attention: A Two-Player Game to Obtain Attention for VQA—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
BioAMA: Towards an End to End BioMedical Question Answering System—0
A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?—0
ElectroVizQA: How well do Multi-modal LLMs perform in Electronics Visual Question Answering?—0
Branch-Train-MiX: Mixing Expert LLMs into a Mixture-of-Experts LLM—0
DUT-NLP at MEDIQA 2019: An Adversarial Multi-Task Network to Jointly Model Recognizing Question Entailment and Question Answering—0
DUTH at SemEval-2019 Task 8: Part-Of-Speech Features for Question Classification—0
Eliminating Catastrophic Interference with Biased Competition—0
Binding Touch to Everything: Learning Unified Multimodal Tactile Representations—0
Eliminating the Language Bias for Visual Question Answering with fine-grained Causal Intervention—0
ELiRF-UPV at SemEval-2018 Task 11: Machine Comprehension using Commonsense Knowledge—0
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders—0
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images—0
Explanations for CommonsenseQA: New Dataset and Models—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
Embedded Semantic Lexicon Induction with Joint Global and Local Optimization—0
Embedding-based Retrieval with LLM for Effective Agriculture Information Extracting from Unstructured Data—0
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering—0
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities—0
Show:102550
← PrevPage 128 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