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 10201–10250 of 10817 papers

TitleStatusHype
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
Structured Learning for Taxonomy Induction with Belief Propagation—0
Structured List-Grounded Question Answering—0
Structured Memory Mechanisms for Stable Context Representation in Large Language Models—0
Structured Outputs Enable General-Purpose LLMs to be Medical Experts—0
Structured Two-stream Attention Network for Video Question Answering—0
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning—0
Structure Learning for Neural Module Networks—0
Structuring an unordered text document—0
STRUDEL: Structured Dialogue Summarization for Dialogue Comprehension—0
StruEdit: Structured Outputs Enable the Fast and Accurate Knowledge Editing for Large Language Models—0
Studio Ousia's Quiz Bowl Question Answering System—0
Studying Strategically: Learning to Mask for Closed-book QA—0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency—0
Study of Similarity Measures as Features in Classification for Answer Sentence Selection Task in Hindi Question Answering: Language-Specific v/s Other Measures—0
SubGen: Token Generation in Sublinear Time and Memory—0
Subgraph Retrieval Enhanced by Graph-Text Alignment for Commonsense Question Answering—0
Submodular Minimax Optimization: Finding Effective Sets—0
Subspace Approximation for Approximate Nearest Neighbor Search in NLP—0
Subtopic Annotation in a Corpus of News Texts: Steps Towards Automatic Subtopic Segmentation—0
Successive Prompting for Decomposing Complex Questions—0
SUGAR: Leveraging Contextual Confidence for Smarter Retrieval—0
SUKHSANDESH: An Avatar Therapeutic Question Answering Platform for Sexual Education in Rural India—0
Summarizing Community-based Question-Answer Pairs—0
Summarizing Lengthy Questions—0
SUNAR: Semantic Uncertainty based Neighborhood Aware Retrieval for Complex QA—0
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation—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