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 4801–4850 of 10817 papers

TitleStatusHype
CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures—0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition—0
Experimenting with Legal AI Solutions: The Case of Question-Answering for Access to Justice—0
Arabic Textual Entailment with Word Embeddings—0
Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding—0
Categorizing Concepts With Basic Level for Vision-to-Language—0
A Joint Model for Answer Sentence Ranking and Answer Extraction—0
Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models—0
Expanding Frozen Vision-Language Models without Retraining: Towards Improved Robot Perception—0
Categorization of Semantic Roles for Dictionary Definitions—0
EXnet: Efficient In-context Learning for Data-less Text classification—0
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs—0
ArabianGPT: Native Arabic GPT-based Large Language Model—0
Excitatory or Inhibitory: A New Semantic Orientation Extracts Contradiction and Causality from the Web—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
A Java Framework for Multilingual Definition and Hypernym Extraction—0
Activity report analysis with automatic single or multispan answer extraction—0
Examining the Commitments and Difficulties Inherent in Multimodal Foundation Models for Street View Imagery—0
Case-based Reasoning for Natural Language Queries over Knowledge Bases—0
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems—0
EVQAScore: Efficient Video Question Answering Data Evaluation—0
Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization—0
Case-Based Reasoning Approach for Solving Financial Question Answering—0
EvolveSearch: An Iterative Self-Evolving Search Agent—0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering—0
E-ViLM: Efficient Video-Language Model via Masked Video Modeling with Semantic Vector-Quantized Tokenizer—0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks—0
CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering—0
EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering—0
Careful Selection of Knowledge to solve Open Book Question Answering—0
A Question Answering System Using Graph-Pattern Association Rules (QAGPAR) On YAGO Knowledge Base—0
AI-VaxGuide: An Agentic RAG-Based LLM for Vaccination Decisions—0
A Benchmark Dataset with Larger Context for Non-Factoid Question Answering over Islamic Text—0
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering—0
Evidence Contextualization and Counterfactual Attribution for Conversational QA over Heterogeneous Data with RAG Systems—0
Everything is a Video: Unifying Modalities through Next-Frame Prediction—0
CARE: A QLoRA-Fine Tuned Multi-Domain Chatbot With Fast Learning On Minimal Hardware—0
A question-answering system for aircraft pilots' documentation—0
Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment—0
EventWiki: A Knowledge Base of Major Events—0
Event-Related Features in Feedforward Neural Networks Contribute to Identifying Causal Relations in Discourse—0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs—0
CapWAP: Image Captioning with a Purpose—0
FigureNet: A Deep Learning model for Question-Answering on Scientific Plots—0
Event Extraction for Portuguese: A QA-driven Approach using ACE-2005—0
CapWAP: Captioning with a Purpose—0
A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction—0
Event Extraction as Multi-turn Question Answering—0
Event Extraction as Machine Reading Comprehension—0
Event Detection via Derangement Question Answering—0
Show:102550
← PrevPage 97 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