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 3201–3250 of 10817 papers

TitleStatusHype
Knowledge Base Question Answering via Encoding of Complex Query GraphsCode0
Knowledge Corpus Error in Question AnsweringCode0
Knowledge Diffusion for Neural Dialogue GenerationCode0
Automatic Opinion Question GenerationCode0
Knowledge Base Index Compression via Dimensionality and Precision ReductionCode0
Knowledge Acquisition Disentanglement for Knowledge-based Visual Question Answering with Large Language ModelsCode0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Embodied Question AnsweringCode0
DCQA: Document-Level Chart Question Answering towards Complex Reasoning and Common-Sense UnderstandingCode0
On the Structural Memory of LLM AgentsCode0
Knowledge Base Question Answering for Space Debris QueriesCode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
DCN+: Mixed Objective and Deep Residual Coattention for Question AnsweringCode0
An Empirical Comparison of Generative Approaches for Product Attribute-Value IdentificationCode0
DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge GraphCode0
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQACode0
Key-Value Memory Networks for Directly Reading DocumentsCode0
KL-Divergence Guided Temperature SamplingCode0
An empirical analysis of existing systems and datasets toward general simple question answeringCode0
Dataset and Neural Recurrent Sequence Labeling Model for Open-Domain Factoid Question AnsweringCode0
KERS: A Knowledge-Enhanced Framework for Recommendation Dialog Systems with Multiple SubgoalsCode0
OpenKE: An Open Toolkit for Knowledge EmbeddingCode0
Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question AnsweringCode0
Automatic Extraction of Disease Risk Factors from Medical PublicationsCode0
Bridging Languages through Images with Deep Partial Canonical Correlation AnalysisCode0
Keep Security! Benchmarking Security Policy Preservation in Large Language Model Contexts Against Indirect Attacks in Question AnsweringCode0
K-COMP: Retrieval-Augmented Medical Domain Question Answering With Knowledge-Injected CompressorCode0
Open-Vocabulary Semantic Parsing with both Distributional Statistics and Formal KnowledgeCode0
KEPR: Knowledge Enhancement and Plausibility Ranking for Generative Commonsense Question AnsweringCode0
Language models are better than humans at next-token predictionCode0
Learning Musical Representations for Music Performance Question AnsweringCode0
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge BaseCode0
'Just because you are right, doesn't mean I am wrong': Overcoming a Bottleneck in the Development and Evaluation of Open-Ended Visual Question Answering (VQA) TasksCode0
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive SummarizationCode0
KaggleDBQA: Realistic Evaluation of Text-to-SQL ParsersCode0
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?Code0
OptLLM: Optimal Assignment of Queries to Large Language ModelsCode0
Order-Planning Neural Text Generation From Structured DataCode0
Data-driven Approach for Quality Evaluation on Knowledge Sharing PlatformCode0
Data Distribution Bottlenecks in Grounding Language Models to Knowledge BasesCode0
Bridging the Gap Between Open-Source and Proprietary LLMs in Table QACode0
Efficient Encoder-Decoder Transformer Decoding for Decomposable TasksCode0
JPAVE: A Generation and Classification-based Model for Joint Product Attribute Prediction and Value ExtractionCode0
Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken DialogueCode0
Joint Learning of Answer Selection and Answer Summary Generation in Community Question AnsweringCode0
Data Augmentation for Biomedical Factoid Question AnsweringCode0
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of FeasibilityCode0
Joint Answering and Explanation for Visual Commonsense ReasoningCode0
Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language ModelsCode0
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering CapabilityCode0
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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