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 5951–5975 of 10817 papers

TitleStatusHype
Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database—0
COV19IR : COVID-19 Domain Literature Information RetrievalCode0
Toward a Neural Semantic Parsing System for EHR Question Answering—0
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question AnsweringCode0
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering—0
Bridging Speech and Textual Pre-trained Models with Unsupervised ASR—0
Miko Team: Deep Learning Approach for Legal Question Answering in ALQAC 2022—0
Measuring Progress on Scalable Oversight for Large Language Models—0
How Stable is Knowledge Base Knowledge?—0
Passage-Mask: A Learnable Regularization Strategy for Retriever-Reader Models—0
Chinese Movie Dialogue Question Answering Dataset—0
Leveraging Pre-trained Models for Failure Analysis Triplets Generation—0
Learning to Navigate Wikipedia by Taking Random Walks—0
QuaLA-MiniLM: a Quantized Length Adaptive MiniLM—0
Query Refinement Prompts for Closed-Book Long-Form Question Answering—0
Towards Zero-Shot and Few-Shot Table Question Answering using GPT-3—0
Transfer Learning with Synthetic Corpora for Spatial Role Labeling and ReasoningCode0
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models—0
Zero-Shot Text Matching for Automated Auditing using Sentence Transformers—0
Fast DistilBERT on CPUs—0
TASA: Deceiving Question Answering Models by Twin Answer Sentences AttackCode0
Reinforced Question Rewriting for Conversational Question Answering—0
DyREx: Dynamic Query Representation for Extractive Question AnsweringCode0
Look to the Right: Mitigating Relative Position Bias in Extractive Question Answering—0
What's Different between Visual Question Answering for Machine "Understanding" Versus for Accessibility?Code0
Show:102550
← PrevPage 239 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