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 7326–7350 of 10817 papers

TitleStatusHype
PAT-Questions: A Self-Updating Benchmark for Present-Anchored Temporal Question-Answering—0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
DeCAP: Context-Adaptive Prompt Generation for Debiasing Zero-shot Question Answering in Large Language Models—0
K-Edit: Language Model Editing with Contextual Knowledge Awareness—0
PATTY: A Taxonomy of Relational Patterns with Semantic Types—0
KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering—0
Automatic Propbank Generation for Turkish—0
KBQA: Learning Question Answering over QA Corpora and Knowledge Bases—0
Automatic Prompt Selection for Large Language Models—0
An Empirical Evaluation of Large Language Models on Consumer Health Questions—0
Pay More Attention to Relation Exploration for Knowledge Base Question Answering—0
Pay-Per-Request Deployment of Neural Network Models Using Serverless Architectures—0
KBGen -- Text Generation from Knowledge Bases as a New Shared Task—0
PCQPR: Proactive Conversational Question Planning with Reflection—0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space—0
PDFTriage: Question Answering over Long, Structured Documents—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
KaPQA: Knowledge-Augmented Product Question-Answering—0
PEACE: Empowering Geologic Map Holistic Understanding with MLLMs—0
PEBench: A Fictitious Dataset to Benchmark Machine Unlearning for Multimodal Large Language Models—0
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration—0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings—0
An Empirical Comparison of Question Classification Methods for Question Answering Systems—0
KaLM: Knowledge-aligned Autoregressive Language Modeling via Dual-view Knowledge Graph Contrastive Learning—0
Show:102550
← PrevPage 294 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