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 5301–5350 of 10817 papers

TitleStatusHype
UnCommonSense: Informative Negative Knowledge about Everyday Concepts—0
VLMAE: Vision-Language Masked Autoencoder—0
UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QACode1
Quantifying the Knowledge in a DNN to Explain Knowledge Distillation for Classification—0
Knowledge Graph Curation: A Practical Framework—0
Understanding Attention for Vision-and-Language TasksCode0
ILLUME: Rationalizing Vision-Language Models through Human InteractionsCode0
NECE: Narrative Event Chain Extraction Toolkit—0
Steps to Knowledge Graphs Quality Assessment—0
Continuous Active Learning Using Pretrained Transformers—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
Pre-training Tasks for User Intent Detection and Embedding Retrieval in E-commerce SearchCode1
Aesthetic Visual Question Answering of Photographs—0
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical ReasoningCode1
Unsupervised Question Clarity Prediction Through Retrieved Item Coherency—0
Is this Change the Answer to that Problem? Correlating Descriptions of Bug and Code Changes for Evaluating Patch CorrectnessCode0
Atlas: Few-shot Learning with Retrieval Augmented Language ModelsCode2
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal UnderstandingCode1
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey—0
Simplifying Sparse Expert Recommendation by Revisiting Graph Diffusion—0
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq ModelCode2
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
Video Question Answering with Iterative Video-Text Co-Tokenization—0
Generative Bias for Robust Visual Question AnsweringCode1
Neural Knowledge Bank for Pretrained Transformers—0
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology—0
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering—0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
RealTime QA: What's the Answer Right Now?Code1
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base—0
Equivariant and Invariant Grounding for Video Question AnsweringCode1
Cross-Modal Causal Relational Reasoning for Event-Level Visual Question AnsweringCode1
LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text InjectionCode1
WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language ModelsCode0
Is GPT-3 all you need for Visual Question Answering in Cultural Heritage?—0
Towards Complex Document Understanding By Discrete Reasoning—0
Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem—0
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
Semantic-aware Modular Capsule Routing for Visual Question Answering—0
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learningCode0
On the Usability of Transformers-based models for a French Question-Answering task—0
PiC: A Phrase-in-Context Dataset for Phrase Understanding and Semantic SearchCode0
Rethinking Data Augmentation for Robust Visual Question AnsweringCode1
Can large language models reason about medical questions?Code1
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods—0
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
Re2G: Retrieve, Rerank, GenerateCode1
N-Grammer: Augmenting Transformers with latent n-gramsCode4
3D Concept Grounding on Neural Fields—0
Show:102550
← PrevPage 107 of 217Next →
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