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 8901–8950 of 10817 papers

TitleStatusHype
LLMs to Support a Domain Specific Knowledge Assistant—0
LM Agents for Coordinating Multi-User Information Gathering—0
LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs—0
LMSim : Computing Domain-specific Semantic Word Similarities Using a Language Modeling Approach—0
Local Convergence of Approximate Newton Method for Two Layer Nonlinear Regression—0
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling—0
Localize, Retrieve and Fuse: A Generalized Framework for Free-Form Question Answering over Tables—0
Localizing AI: Evaluating Open-Weight Language Models for Languages of Baltic States—0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Meta-Learning for Effective Multi-task and Multilingual ModellingCode0
Improving QA Generalization by Concurrent Modeling of Multiple BiasesCode0
Improving Quality of a Post's Set of Answers in Stack OverflowCode0
Discourse Representation Structure ParsingCode0
Put It Back: Entity Typing with Language Model EnhancementCode0
MAMA: Meta-optimized Angular Margin Contrastive Framework for Video-Language Representation LearningCode0
Improving Question Answering over Incomplete KBs with Knowledge-Aware ReaderCode0
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question AnsweringCode0
Improving Question Answering Performance Using Knowledge Distillation and Active LearningCode0
Discourse Comprehension: A Question Answering Framework to Represent Sentence ConnectionsCode0
Improving Question Answering with External KnowledgeCode0
Open-Ended Multi-Modal Relational Reasoning for Video Question AnsweringCode0
Open-Ended Visual Question-AnsweringCode0
Putting People in LLMs' Shoes: Generating Better Answers via Question RewriterCode0
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt LearningCode0
Improving Machine Reading Comprehension with General Reading StrategiesCode0
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized ContextsCode0
Improving Retrieval-Based Question Answering with Deep Inference ModelsCode0
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze FollowingCode0
Combining Data Generation and Active Learning for Low-Resource Question AnsweringCode0
Difficult Task Yes but Simple Task No: Unveiling the Laziness in Multimodal LLMsCode0
Realistic Conversational Question Answering with Answer Selection based on Calibrated Confidence and Uncertainty MeasurementCode0
Rescue: Ranking LLM Responses with Partial Ordering to Improve Response GenerationCode0
ASQA: Factoid Questions Meet Long-Form AnswersCode0
A dataset and exploration of models for understanding video data through fill-in-the-blank question-answeringCode0
MFBE: Leveraging Multi-Field Information of FAQs for Efficient Dense RetrievalCode0
Improving the Cross-Lingual Generalisation in Visual Question AnsweringCode0
Differentiating Choices via Commonality for Multiple-Choice Question AnsweringCode0
MFE-ETP: A Comprehensive Evaluation Benchmark for Multi-modal Foundation Models on Embodied Task PlanningCode0
Improving the Robustness of Question Answering Systems to Question ParaphrasingCode0
OpenKE: An Open Toolkit for Knowledge EmbeddingCode0
Revisiting Semantic Representation and Tree Search for Similar Question RetrievalCode0
Differential Attention for Visual Question AnsweringCode0
RealMedQA: A pilot biomedical question answering dataset containing realistic clinical questionsCode0
MHSAN: Multi-Head Self-Attention Network for Visual Semantic EmbeddingCode0
From Multiple-Choice to Extractive QA: A Case Study for English and ArabicCode0
CaLMQA: Exploring culturally specific long-form question answering across 23 languagesCode0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-ReasoningCode0
Aspect-based Sentiment Analysis in Question Answering ForumsCode0
BUZZ: Beehive-structured Sparse KV Cache with Segmented Heavy Hitters for Efficient LLM InferenceCode0
Show:102550
← PrevPage 179 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