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 10201–10225 of 10817 papers

TitleStatusHype
Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization—0
STOC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering—0
Story Comprehension for Predicting What Happens Next—0
Story Generation from Visual Inputs: Techniques, Related Tasks, and Challenges—0
StoryQA: Story Grounded Question Answering Dataset—0
Straight to the Facts: Learning Knowledge Base Retrieval for Factual Visual Question Answering—0
Streaming Long Video Understanding with Large Language Models—0
Streamlining Biomedical Research with Specialized LLMs—0
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark—0
StressTest: Can YOUR Speech LM Handle the Stress?—0
Stress Test Evaluation of Transformer-based Models in Natural Language Understanding Tasks—0
Strong and Efficient Baselines for Open Domain Conversational Question Answering—0
Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks—0
StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding—0
Structural analysis of an all-purpose question answering model—0
Structural Embedding of Syntactic Trees for Machine Comprehension—0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
StructuralLM: Structural Pre-training for Form Understanding—0
Structural Representations for Learning Relations between Pairs of Texts—0
Structure Causal Models and LLMs Integration in Medical Visual Question Answering—0
Structured Alignment Networks for Matching Sentences—0
Structured and Logical Representations of Assamese Text for Question-Answering System—0
Structured Attention Networks—0
Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs—0
Structured Event Retrieval over Microblog Archives—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