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

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Showing 5351–5375 of 10817 papers

TitleStatusHype
TARJAMAT: Evaluation of Bard and ChatGPT on Machine Translation of Ten Arabic Varieties—0
Building Safe and Reliable AI systems for Safety Critical Tasks with Vision-Language Processing—0
Embedding-based Retrieval with LLM for Effective Agriculture Information Extracting from Unstructured Data—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
A criterion for Artificial General Intelligence: hypothetic-deductive reasoning, tested on ChatGPT—0
Learning to Select the Relevant History Turns in Conversational Question Answering—0
RealCQA: Scientific Chart Question Answering as a Test-bed for First-Order LogicCode0
Teaching Smaller Language Models To Generalise To Unseen Compositional QuestionsCode0
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders—0
Designing a Communication Bridge between Communities: Participatory Design for a Question-Answering AI Agent—0
ReCoMIF: Reading comprehension based multi-source information fusion network for Chinese spoken language understandingCode0
AsdKB: A Chinese Knowledge Base for the Early Screening and Diagnosis of Autism Spectrum Disorder—0
No that's not what I meant: Handling Third Position Repair in Conversational Question AnsweringCode0
KoBBQ: Korean Bias Benchmark for Question Answering—0
Around the GLOBE: Numerical Aggregation Question-Answering on Heterogeneous Genealogical Knowledge Graphs with Deep Neural Networks—0
Question Answering with Deep Neural Networks for Semi-Structured Heterogeneous Genealogical Knowledge Graphs—0
Text Analysis Using Deep Neural Networks in Digital Humanities and Information Science—0
Universal Recurrent Event Memories for Streaming Data—0
An Overview Of Temporal Commonsense Reasoning and Acquisition—0
BARTPhoBEiT: Pre-trained Sequence-to-Sequence and Image Transformers Models for Vietnamese Visual Question Answering—0
Context-VQA: Towards Context-Aware and Purposeful Visual Question AnsweringCode0
LOIS: Looking Out of Instance Semantics for Visual Question Answering—0
Towards Generalist Biomedical AI—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
Analyzing Chain-of-Thought Prompting in Large Language Models via Gradient-based Feature Attributions—0
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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