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 8226–8250 of 10817 papers

TitleStatusHype
Revisiting Multi-Modal LLM Evaluation—0
Generative retrieval-augmented ontologic graph and multi-agent strategies for interpretive large language model-based materials design—0
Generative Relation Linking for Question Answering over Knowledge Bases—0
Assessing and Enhancing Large Language Models in Rare Disease Question-answering—0
Commonsense Knowledge in Wikidata—0
Generative Question Answering: Learning to Answer the Whole Question—0
AMAQA: A Metadata-based QA Dataset for RAG Systems—0
Revisiting Large Language Models as Zero-shot Relation Extractors—0
Revisiting the Evaluation for Cross Document Event Coreference—0
Generative Pre-trained Transformer for Vietnamese Community-based COVID-19 Question Answering—0
Commonsense Knowledge Base Completion and Generation—0
Generative Long-form Question Answering: Relevance, Faithfulness and Succinctness—0
Assertion-based QA with Question-Aware Open Information Extraction—0
A case study of Generative AI in MSX Sales Copilot: Improving seller productivity with a real-time question-answering system for content recommendation—0
Generative Language Models Potential for Requirement Engineering Applications: Insights into Current Strengths and Limitations—0
Generative Language Models for Paragraph-Level Question Generation—0
ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval—0
Generative Entity Networks: Disentangling Entitites and Attributes in Visual Scenes using Partial Natural Language Descriptions—0
Generative Distribution Prediction: A Unified Approach to Multimodal Learning—0
A Data-Driven Study of Commonsense Knowledge using the ConceptNet Knowledge Base—0
Revisiting EmbodiedQA: A Simple Baseline and Beyond—0
Revisiting the Evaluation of Theory of Mind through Question Answering—0
Generative Context Pair Selection for Multi-hop Question Answering—0
Committed Belief Tagging on the Factbank and LU Corpora: A Comparative Study—0
CoMiC: Adapting a Short Answer Assessment System for Answer Selection—0
Show:102550
← PrevPage 330 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